SQL Server database stuck on DB STARTUP
Stopping SQL Server and deleting the files will most likely cause the database to go into "recovery pending" at next startup, and my experience is that I've never had any problems dropping a database in that state. 

Of course assuming that this is indeed an OK operation for you (restore from prior backup).