Rust was not a problem for No. 1 goalie Niklas Backstrom.
Making his first start between the pipes since October 27, the Finn turned away all 41 shots he faced in Minnesota's 3-0 win over the Calgary Flames at Scotiabank Saddledome.
Backup Josh Harding had anchored the Wild's four-game winning streak.
Miikka Kiprusoff made 23 saves for the Flames, who have dropped three of five.
Calgary finished 0-for-7 on the power play, including a five-minute major.