It happened in a third floor room around 7:40 p.m. in the 1300 block of Campus Drive.
School officials say the fire was extinguished quickly, and no one was injured.
Firefighters said the fire was contained to one room. Three other rooms, however, received smoke damage and are unusable.
The displaced residents will be moved to other rooms on campus.
The cause of the fire was determined to be accidental and electrical in nature.