Staff Sgt. Angelo Costa said police received a call shortly after 2 p.m. ET to attend the scene at Rexdale Boulevard and Islington Avenue.
Costa attributed the incident to "mistaken identity when it came to which pedal was the right one."
Three people, including the driver, were taken to hospital with minor injuries caused primarily by falling glass shards.
Police are still investigating.