How to remove network drive from registry

First and foremost, back up your registry!! Then open regedit and search for Mountpoint key in the \HKEY)CURRENT_USER\Software\Microsoft\windows\CurrentVersion\Explorer folder find the share you need removed and delete it.

The registry key for my share was like this ##server#share and after i deleted and restart i could connect to the share no problem