It happened just before 11 p.m. on the 1300 block of Olney Avenue.
Police said a 27-year-old man got into an argument inside the United Chicken Grill.
According to investigators, another man then pulled out a gun and shot the victim in the stomach.
The victim was taken to the hospital in critical condition.
Police are now reviewing surveillance camera video to help with the investigation.