It happened Friday morning around 8:30 a.m. outside of a deli in the 2700 block of Kensington Avenue.
Police say the suspect seriously injured the victim after striking him several times with an expandable baton.
He was last seen wearing a white sweatshirt that had "Westminster College" on the front.
Anyone with information is asked to call police at 215-686-TIPS.