Brown, 21, was apparently so agitated after Robin Roberts grilled him about his infamous attack on ex-girlfriend Rihanna that he stormed into his dressing room screaming and smashed a window -- sending glass falling onto the streets below -- and then dashed out of the building shirtless.
However, ABC will not press any charges against the singer, who is still on probation for the 2009 assault, TMZ.com reported.
In fact, Roberts would "love to have another chat with him," and "Good Morning America" has already invited him back to the show.
"I wish him the absolute best," Roberts said on "GMA" Wednesday morning. "We extended the invitation to him [to come back], and sure hope he takes us up on it."
That said, Roberts says she was "shocked" by Brown's wild behavior.
"Any time we have a guest, we let them know ahead of time the subject matter and the topics. And even right before the interview I let him know," Roberts said. "I was shocked like everyone else, because we've had a wonderful relationship."
Brown appeared on the show to promote his new album, "F.A.M.E.," so he was visibly annoyed when Roberts asked him if he'd seen Rihanna since her restraining order against him was relaxed.
"Not really. It's not a big deal to me as far as that situation...This ALBUM is what I want to focus on and not something that happened two years ago," Brown responded, emphasizing the ALBUM.
Later, Brown tweeted, "I'm so over people bring this past s*** up! Yet we praise Charlie Sheen and other celebs for [their] bulls***."
Brown's temper tantrum was pretty bad, but was it worse than Tom Cruise's freak-out on the "Today" show? Or speaking of Charlie Sheen, Sheen on NBC? Let us know: Who had the worst celebrity interview meltdown?