Deaddy is on the right track.
Use a *small* drop of crazy glue (also called CA or Cyanoacrylate) in the screw-hole... you can use a pin to put a tiny drop in -- but not a toothpick or anything wood, or it will suck up the glue. Then slowly turn the screw back in and you should feel it tighten...