The City striker has been much watched by Latics boss Ronnie Moore over the last couple of seasons but decided that he would would fight for a place in City's starting line-up.
Adebola was on loan at Bradford City earlier in the season but has not started a game since the home defeat against Leeds United. However, the Nigerian has made substitute appearances and scored in the FA Cup tie at Newcastle United.