How can I remove a stuck screw that will still turn?
I have found two methods that work for me:


Use plyers instead of screw driver
Use a paint scraper pressed underneath the screw head while you turn the screw with driver.  Between the additional friction, and the scraper blade, frequently the screw thread will start to catch, and allow it to back out.