There was a large police presence at New Ings Mill, Field Lane, on Sunday evening.
The air ambulance also landed.
West Yorkshire Police said officers were called to converted mill building shortly before 6pm to reports of a fight.
A 22-year-old man suffered a minor injury.
Three people have been arrested and remain in police custody.
Enquiries are ongoing in to the incident.