They make those sliding locks, the kind you see on the bathroom stalls when you go into mcdonalds or any gas station. Install one of those at the top and bottom so it is hidden and you would have to feel around to find it.

It will be locked and not look like you're hiding anything. Personally I just use a padlock on mine. I live alone and people shouldn't be trying to go through my stuff anyway.