For those of us who cannot restart the sql service to make this happen here is how I got this done:

Detatch database

Move files to new folder which you will eventually encrypt

Reattach files

Take DB offline

Encrypt the folder using your sql service account

Bring DB Online

Encrypting the backup folder also seems to work fine.