Joe Atuhaire (born May 15, 1978) is a Ugandan former swimmer, who specialized in breaststroke events.
He represented Uganda at the 2000 Summer Olympics, finishing sixty-fifth in the 100 m breaststroke.
Shortly after the Games, Atuhaire's swimming career had been overshadowed with criminal charges when he was arrested and charged with rape, and held for a month before the charges were dropped.