A faculty member turned me down because of lack of funding. If the university announces funding is available, should I apply anyway?
Maybe he meant that he didn't have funding to hire you directly. Or perhaps the university funding details are not known to everybody outside of the corresponding committee until they are out. Or even he was just oblivious to the existence of this.

There is no way to know without specifics, and there is little risk in just applying.