Removing a Rusted Bolt Under Kitchen Faucet?

We are trying to replace our kitchen faucet, but one of the bolts to hold it in place underneath is rusted so badly WD40 won't loosen it at all. Any suggestions welcome. We are trying to do this on our own without an expensive plumber bill.

By Debi R.