Private unattended access

Hi! I'm wondering if there is a way to access a workstation like it was a private RDP session. As of right now, when ever I connect to my computer through the management console any one can see what I'm doing if they happen to be in the same room as my computer.

I looked online and dug around the settings and I can't seem to find anything that lets unattended access connect privately. 

Thank you for any responses!