Fun or fans Club

In the US, it is always "fan club," in the singular. For example:

"I'm starting a new ______ fan club." (Name of a famous person in the blank.)

"Fan clubs" is possible as a plural construction. For example:

"In this city there are 5 ______ fan clubs."

The term, "fans club," is never heard here.