PB Blaster is like WD40, just a little better. Really, any penetrating oil should help, if it can work its way in there.
The antiseize goes especially on the metal nub that is in direct contact with the mount on the body. They are dissimilar metals and prolonged contact, especially where any moisture is involved, essentially welds the darned things together.
Here is a comparison between what came out on my car, and what should have been there - new mount on the bottom:

And this is what was left in the mount on the car body:

Mind you, this was also on both sides of my car. Hopefully, the antiseize will prevent this.