The Metro Transit Police Department will be conducting the robbery investigation.
Police believe the suspects may have left in a vehicle, according to a community alert.
An all-clear was issued at 12:55 a.m.
The suspect was last seen walking away from campus toward Riggs Road.
A patron spilled a drink on the male suspect, who responded by showing a handgun on his waist, a spokesperson said.