The Manchester mayor had applied to stand as a candidate for the upcoming parliamentary by-election in Gorton and Denton.
Andy Burnham - who could challenge Keir Starmer as leader if he became an MP - says he is "disappointed", and criticises the party for leaking the decision to the media.