I have a shower drain cover which is loose. I don't have any leaks, but the plastic grate that covers the drain hole is loose and slides around. What kind of glue should I use to keep this plastic in place without making it too permanent?

Here is the bottom of the cover and the hole I wish it would stay in for a long while: