Peel police said it happened in the area of Bellchase Trail and Highway 50, north of Cottrelle Boulevard, shortly after 3:30 a.m. Saturday.
A male victim was taken to a trauma center with life-threatening injuries, Peel paramedics said.
There is no suspect information, but it is believed they fled in a vehicle.