Keep on givin' it the heat and PO. I like to use the penetrant to "quench" the parts after heating it to the point the oil burns off.
Try tapping the side of the base adjacent to the screw with a hammer--not hard enough to blemish it, just lots of little taps.
You'll get it eventually.