The fire broke out on Friday at 3:40 at the center on Field Street.
Large plumes of smoke could be seen from Nassau and Suffolk counties, and even the Bronx.
The firefighters on the scene are having a hard time gaining the upper hand on the blaze.
There were no reports of injuries.
The cause of the fire is under investigation.