This appears to not be possible through RDP in all of my testing - but IS possible through PCoIP.
I have a user in our environment that had the same challenge, and we were able to get this accomplished through PCoIP.
EDIT> Adjust the settings through a console session via vCenter and it will hold the settings - sorry, left that part out.
Hope that helps!