The collision occurred at Dundas Street and Woodchester Driver, shortly after 8 p.m. ET.
The person on the moped suffered non-life threatening injuries and was taken to hospital via ambulance.
Police say the Corvette was last seen heading west on Dundas Street, heading toward Winston Churchill Boulevard.
Anyone with information is asked to contact police at 905-453-3311.