Tymond Owens, 20, was arrested at the Wake Forest Sweepstakes, located at 4011 Wake Forest Road.
Owens is being charged with attempted robbery with a dangerous weapon.
Police said that there were no injuries reported.
The investigation is still ongoing, anyone with information is asked to call Raleigh CrimeStoppers at (919)834-4351.