No one was injured during the incident.
Officials say the fire was reported around 3 a.m.
Camillus Fire Chief Douglas Groesbeck said the building was fully engulfed in flames when he arrived.
10 departments responded to the fire.
Investigators are trying to determine the cause.
The building was undergoing renovations, but officials do not know whether they contributed to the fire.
Groesbeck said extinguishing fire in an underground kitchen was particularly challenging for his crews.
The golf course is closed today.
Photos: Aftermath of the Camillus Country Club fire
Copyright 2015 Nexstar Broadcasting, Inc. All rights reserved. This material may not be published, broadcast, rewritten, or redistributed.