Sometimes renaming will work, sometimes it doesn't. If it doesn't remove the drive, then run a scan with Malwarebytes Anti-Malware, SuperANTISpyware, and your preferred anti-virus application. This will usually do the trick.
I also navigate through the drive and manually delete files that are obviously illegitimate.
I read somewhere that you could map a network drive to it and scan it from a clean pc, anybody ever tried it? is it possible to scan networked drives?