Go to Control Panel\Administrative Tools\Computer Management\Storage\Disk Management\<your disk>\Change Drive Letter and Paths and change the drive letter assignation.
This will be then be sticky and survive reboots and other drive plugins.
This is what I was doing. However, despite this, every time I rebooted the external drive would now revert to F: