I've had this issue in some of my RDS servers and I can usually log in to the Admin user and kill the Adagio modules from the Task Manager>Details tab.
As a preventative measure, I've also given the users a shortcut button on their desktop to "Sign out" of the RDS instead of closing it and leaving the user session running.