Tell them the reason you're leaving; it's a solid reason, and that knowledge may help them prevent future employees from leaving.
However - don't leave it at that. If you're going to be honest and deliver some bad news to them, you should also deliver good news. Make sure they know that you enjoyed everything else about the job, and single some items and people out for special mentions.
