When I turn my bath spout counter clockwise if just spins but does not come loose. Is there a way to get it off?

Have you tried gently pulling out on it while you turn it, may get a thread to catch. Good luck

Are you possative it's a threaded spout? It may be a slip on spout in which case you would need to loosen an allen screw at the bottom base of the spout to remove it.

See the images below and tell us which one is your spout, Thanks.

John