The North Carolina ABC Commission indefinitely suspended the alcohol permits at Fiesta, a club at 4212 Wake Forest Road.
The decision came after the most recent shooting Sunday. Police are still looking for the gunman.
Officers arrested a security guard and another man connected to the club.
Shots were fired outside Fiesta the Sunday before, too.