Get some heat on it and see if the expansion / contraction will break the joint.
Hair dryer may be enough.
I had that too. Sprayed masses of wd40 at it, and just kept working at it,, more out of frustration than anything else. It came free eventually, but I gave up on it several times.
Are you turning it the right way? Might be a left hand thread?