Approximately 200 people exited an establishment on the 600 block of University Avenue on Saturday night and began fighting, police said.
Multiple officers arrived both on foot and via squad cars, and used pepper spray to control the situation, officials said.
A suspicious vehicle was observed circling the area and police said they recorded the license plates.
The investigation is ongoing.