Police say four people were trying to get into the Sigma Nu Fraternity just after midnight, but they were not invited.
Officers say, at some point, there was an argument and one of the four people pulled out a gun and fired two shots.
No one was hit by the bullets.
Suspects arrested in Sigma Nu fraternity house shooting
Police detained four males and a female as possible suspects last night and took them into custody today.
The identities of those suspects have not yet been released.