The attack happened at Arundel Walk off the Grosvenor Road at about 2245 BST on Saturday night.
The victim was taken to hospital for treatment for a leg injury and bruising. His injuries are not believed to be life-threatening.
Anyone who has any information about what happened is asked to contact detectives at Grosvenor Road PSNI station or the Crimestoppers charity.