A classic technique is to use thinned wood glue (hite glue, hide, or whatever) and stick the part down using a gasket of heavy construction paper - you know the kind we used as kids, thick spongy, felt-like. I use a piece torn form a heavy paper shopping bag.
Be sparing with the glue - just a...