At least two men assaulted the driver when he got out of his car to make a delivery just before midnight on De Montmagny Avenue near Allard Street.
The suspects also stole the delivery car, but crashed it a few blocks on because of icy road conditions. The men then took off on foot.
The delivery driver suffered minor injuries to his face.
Police are still looking for the suspects.