The incident occurred around 11:30 p.m. in the 300 block of North Columbus Boulevard.
Smoke was reported in the restaurant, forcing the evacuation of the building.
The incident was quickly brought under control. No reported injuries.
Dave & Buster's was reopened their doors around noon.