Firefighters, hazardous materials specialists and three ambulances were sent to the complex housing Saputo Cheese USA on the 5700 block of East Imperial Highway at about 5 a.m.
The ammonia leak was contained to inside the building.
At least one person was taken to an area hospital.
The cause of the leak is under investigation.