The 23-year-old has put pen to paper on a three-year deal, making him new manager Owen Coyle's third signing of the summer so far.
"It's feels great to have joined the club, the process was quite short which was good and I'm looking forward to getting started now," Rogne told the club's official website.
"It's an exciting chapter for me. English football is something special and being Norwegian we follow the game over here very closely, so to be a part of it makes me very happy.
"I've seen Wigan Athletic play quite a lot when the club was in the Premier League, and obviously the whole of Europe has been speaking about the club after the FA Cup win in May. I think many people have been charmed by the way the club is run and how the team plays, so it's great to be here."
Rogne racked up 50 league appearances during a three-year stint at Celtic.