Youv'e done the right thing with the WD-40, and perhaps some liquid wrench. DO NOT USE HEAT.
Let sit, and this may be for as much as a week, keep soaking repatedly, and tapping often, gently, and it will free itself in about that time. Be patient. Or as suggested, in tanum with above, a...