On May 11, 2022, Alexander was accused of sexual harassment by a male former employee of Florida A&M University. The victim stated that Alexander had groped him and sent sexually explicit photos and videos. Alexander acknowledged his sexual relationship with the man, but that it was consensual. Alexander resigned as Democratic co-leader days after the Tallahassee Democrat reported on the allegations and announced that he would not run for re-election.
