It happened just after midnight at Duffers Mill Bar on Naaman's Creek Road in Lower Chichester Township.
Officers were called and soon found themselves outnumbered as the fight grew.
After calling for backup, police were able to get control of the scene.
Several shots were also reported but so far no victims have been named.
No word on any charges at this time.
