Hi, Charles,
With the lever off the harp, the screw indeed screws all the way into the wood properly and then stops once the head meets the wood (I assume that’s what you meant by “bottom out”). Nothing seems to me to be the wrong size. I’m guessing the hole is stripped out in the “upper” part, as you suggest. Assuming that’s the case, is there an easy fix that you know of?