The shooting occurred after 1 a.m. at 101 Toro Rd., near the intersection of Keele Street and Finch Avenue West.
The party was being held within industrial units on the property.
The victim was rushed to Sunnybrook Health Sciences Centre. He is now in serious, but stable condition.
Toronto police are looking for one suspect.