Thomas Randele was on his deathbed when he confessed to his only daughter that he was one of "America’s Most Wanted" fugitives and had been on the run for more than five decades.

"It felt like a weird dad joke," Ashley Randele told Fox News Digital. "He was the king of terrible dad jokes. At that moment, I felt like, ‘OK Dad, you changed your name, and the authorities are looking for you – sure they are.’

"But when he told me his name – his real name – I looked him up. I saw all of these articles like ‘Vault teller robs bank.’ I realized that this was my dad, and the authorities were still looking for him.

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Thomas Randele in a suit and tux leaning against his smiling daughter Ashley Randele

Thomas Randele of Lynnfield, Mass., died in 2021. But before his death, the patriarch made a shocking confession to this family. (Courtesy of Ashley Randele)

"That’s when I got scared. It wasn’t a weird dad joke."

Ashley, 38, is now telling her story in a new true-crime podcast on The Binge, "Smoke Screen: My Fugitive Dad." It explores how the patriarch’s shocking past would rock not only an unsuspecting family but a small community in Lynnfield, Massachusetts.

"I wanted to tell the story of who my father was," Ashley explained. "I wanted the world to know Tom Randele. I wanted people to know how amazing he was as a dad, husband and friend. I don’t think you’re ever emotionally ready for that. But everyone else was spitting out these stories about a kid who loved fast cars, pretty women and lived the high life because he wanted to be Thomas Crown [from the movies].

Poster for Smoke Screen My Fugitive Dad true crime podcast

Ashley Randele is the co-host of a new podcast on Binge, "Smoke Screen: My Fugitive Dad." (Binge)

"There was more to this person than July 11, 1969."

Growing up, Ashley had a "wonderful" childhood with two parents who were "devoted" to her. They were a constant presence at every soccer game, school play and piano recital. Randele would tuck in his little girl every night at bedtime and even wrote a lullaby for her, "My Ashley."

"I know it may sound silly, but I never kept secrets from my parents," Ashley said. "My parents were the type that wanted to keep me safe. And we were an open family."

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Thomas Randele wearing a red sweater with a smiling woman sitting on his lap

Thomas Randele kept a secret from his family for more than five decades. (Courtesy of Ashley Randele)

Looking back, however, there were moments that, at first, "didn’t make a lot of sense."

"When I was in high school, there was a chance through my French class to go to France," Ashley recalled. "If my parents chaperoned, it would be a less expensive trip. I remember my mom saying, ‘I’ll be a chaperone, and Tom, you can be a chaperone too. It will be great!’ My dad’s response was, ‘Nah, I don’t need to go to France. You girls go have fun, and I’ll stay with the cat.' At the time, I thought, ‘Weird choice, Tom, this is France!’ But then I thought, ‘Maybe he just didn’t have the travel bug.’

"There was another time when I was thinking about doing those at-home DNA tests to learn about your heritage," she said. "They were a big thing, and I thought it would be cool for us to do them too as a family. My dad just said, ‘I don’t see the point of it. People have your DNA and that just feels weird.’ Then I was like, ‘That is weird – you’re sending your DNA to a company. You’re right, I won’t do that.’

Thomas Randele dressed in white hugging his daughter Ashley who is also dressed in white

Ashley Randele described Thomas Randele as a doting father. But there were moments that "didn't make a lot of sense." (Courtesy of Ashley Randele)

"Looking at it now, my dad couldn’t have gone to France because he didn’t have a passport, and you can’t get a passport without a birth certificate," she continued. "And imagine if I had mailed over my DNA, and it matched me with relatives that I didn’t even know existed? But the thing is, he was always super calm about it. He just casually shrugged things off."

Tragedy struck in 2021. Randele was diagnosed with an aggressive form of lung cancer. He died less than two months after his diagnosis.

"He was in so much pain," Ashley said. "It was so hard to see because my dad was always strong in my eyes. I used to call him He-Man – that was our joke. He would make these funny Superman poses and I would call him He-Man. The doctors had hoped that the chemotherapy would give him a few years, even a year. In less than two months, he was gone."

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Thomas Randele sitting on a table wearing a black suit and a blue shirt

In 2021, Thomas Randele was diagnosed with an aggressive form of lung cancer. The illness took his life months after his diagnosis. (Courtesy of Ashley Randele)

"I can’t imagine how scary it is to know that you’re dying," she said.

Before his death, Randele came clean to his family about his past as they were watching an episode of "NCIS." Randele reasoned that he couldn’t take his secret to the grave. He was worried his wife and daughter would be blindsided if word ever got out.

Ashley was startled by the admission, but her research didn't lie. And it turned out that the truth was stranger than fiction. Randele – whose real name was Theodore John Conrad – pulled off one of the biggest bank robberies in Cleveland’s history. 

Conrad was a 20-year-old bank teller at the Society National Bank in Cleveland when he walked out at the end of his workday on a Friday in 1969 with a paper bag containing $215,000, authorities said. That’s the equivalent of more than $1.7 million in 2021 dollars. The theft wasn’t discovered until a few days later, and Conrad was never seen again.

Thomas Randele playig golf and looking at the camera in a white shirt and dark pants

Thomas Randele maintained a private life selling luxury cars and teaching golf in suburban Boston, where he made plenty of friends along the way. (Courtesy of Ashley Randele)

In the years since, the case was featured on shows like "America’s Most Wanted" and "Unsolved Mysteries." Investigators chased leads all over the country. But Conrad vanished without a trace. Some wondered if he was still alive.

According to authorities, Conrad had become obsessed with the 1968 film "The Thomas Crown Affair," starring Steve McQueen, about a bank robbery for sport by a millionaire businessman. They said Conrad told friends that taking the money from the bank would be easy, even indicating plans to do so.

The podcast reveals there was more to Conrad’s motive. Ashley and her team were able to track down those who knew her father over the years.

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Steve McQueen wearing a blue suit, sunglasses and holding bags of money

American actor Steve McQueen (1930-1980) holds two sacks from the Boston Mercantile Bank in a scene from the heist film "The Thomas Crown Affair," circa 1968.   (Silver Screen Collection/Getty Images)

"It wasn’t about the money – the money was more of a means for him," Ashley explained. "He wanted to start over. He was living in not the best family circumstances. He just wanted to leave his life behind and start fresh. So, it wasn’t that he was on the run as he was running away.

"This was not something he did on a whim," she continued. "It was premeditated. He’d checked to see how easy it could be to get a new Social Security card. In 1969, it was not very difficult. You could just go into the registrar’s office, and they give you a new one. At one point, he even invited his girlfriend and one of her friends into the vault where he was working during lunch. They were just hanging out in the vault holding stacks of money. So, the security wasn’t anything like it is now."

Ashley and her mother were grieving Randele’s loss when they were still trying to figure out when they should go to the authorities. They knew that whenever the day came, life would never be the same as they knew it.

A close-up of Ashley Randele taking a selfie with her father Thomas Randele

Ashley Randele (left) and her mother were trying to figure out when they should go to the authorities. The decision came much sooner than expected. (Courtesy of Ashley Randele)

But that choice would be made for them. 

According to the podcast, a true-crime writer in Cleveland spotted Randele's obituary. It was then forwarded to Peter Elliott, the U.S. Marshal for Northern Ohio. It was a piece of a puzzle he had been looking for. His father, John K. Elliott, a U.S. Marshal in Cleveland from 1969 until his retirement in 1990, had been searching for Conrad, who had lived and worked near him. The patriarch died in 2020, never receiving the closure he longed for.

Elliott said documents his father unearthed from Conrad’s college days helped with the identification. To this day, Ashley has "no idea" how the crime writer put the puzzle together.

"It’s the one mystery in this whole thing that I’ve never been able to figure out," she admitted. "And I don’t know if I ever will. … I completely understand why the U.S. Marshals protect confidential informants and that they’re not telling us. … But it’s still a mystery."

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Ted Conrad in a black and white photos from the 1960s

Theodore John "Ted" Conrad walked out of his job at Society National Bank in Cleveland July 11, 1969, with $215,000 in a paper bag and vanished, according to the U.S. Marshals Service. That amount was the equivalent to over $1.7 million in 2021. (US Marshals Service)

When Randele died, his date of birth was listed as July 10, 1947. His real date of birth was July 10, 1949. Conrad would have been 71 at the time of his death, prosecutors said. Ironically, he moved to the Boston suburb near the location where the original "Thomas Crown Affair" movie was filmed, according to the U.S. Marshals Service.

Cleveland.com reported that, in his lifetime, Randele became a local golf pro, sold luxury cars and "was a fixture in a small town." He married in 1982, a union that lasted until his death.

One afternoon, Elliott came knocking on Ashley’s door.

Thomas Randele reading a childrens book to his baby girl

Before Thomas Randele got married and had a family, federal marshals say he was Theodore John Conrad, who pulled off one of the biggest bank robberies in Cleveland’s history. The suspect’s disappearance was a mystery that lasted 52 years, a few months longer than he did. (Courtesy of Ashley Randele)

"My heart just stopped," Ashley said. "But the first thing that came out of his mouth was, ‘You’re not in trouble.' … It wasn’t about arresting anybody at that point because my dad had been gone for about six months. It was about understanding how somebody could disappear in plain sight and then live a full life."

Today, Ashley and her family have an "unexpected" friendship with Elliott.

"As far as the money, from what we can tell, my dad moved here and lived in a beautiful penthouse on Beacon Street. Anybody from Boston knows that Beacon is the place to live," she said. "By the time my dad got together with my mom in the late ‘70s, the money was gone, and he was working a full-time job. … By the time I came around, my dad worked in the car business. We always drove in used cars.

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Thomas Randele wearing a suit and red tie with his daughter wearing a red dress

Ashley Randele hopes the world will finally learn the true story of her father. (Courtesy of Ashley Randele)

"We never lived a fancy life," she said. "I remember I had friends who had a fridge that had water and ice in the door. I thought that was fancy."

Now, Ashley hopes her podcast will finally set the record straight about who her father really was.

"Tom Randele wasn’t a fake person," she reflected. "He was a man who is still missed by everyone who knew him. … I want the world to at least get a glimpse of how special of a person he was."

Fox News Digital's Danielle Wallace and The Associated Press contributed to this report.