It happened Monday at Marshall and Third streets around 2 p.m.
One of the men can be seen punching the victim while two others watched.
Police say they stole the victim's wallet.
A similar attack happened in Elizabeth just a couple week prior.
A 78-year-old man was shoved to the ground, attacked and robbed.