The construction adhesive isn't hard to remove. The tiles will probably peel up and then use a floor scraper to remove any residual.

I've used them on top of tile without anything under them and it's fine. They usually have a backing on them that's supposed to prevent them sliding but they still slide. As long as they have rubber backing you could probably use a construction adhesive on them. Over all they have served their purpose for me.