Officers rushed to the scene in the 500 block of North Monroe and found a man and woman with gunshot wounds to their legs.
Both were rushed to Christiana Hospital for treatment and will pull through.
Police arrested several people who were involved in the fight but are still looking for the shooter or shooters.