WD-40 pretty much fails at making things easier to turn. Use PB Blaster instead,

If you want to go stronger than that, CRC Freeze-Off will get the parts really cold, essentially doing the same thing as heat. Use PB, let it soak for a bit (you can actually watch it pour through crevasses), then give it a 10-15 sec spray with the Freeze-Off.