x2 PB Blaster works very well for this.
After you spray the bolts the first time, use a hammer to tap lightly on the nuts and bolts. That sometimes cracks the rusted bond enough to allow the oil to seep into the threads.
If they don't loosen after a couple of days soaking, try the procedure...