Hello,
I haven't seen this issue prior to Windows 2012 R2. I use RD to manage a bunch of servers. When I remote to the server it will be black for about a minute before I can actually get on the machine. I realize it must be a power saving feature but I'm not sure where to adjust it. I don't have that issue if I've just remoted in shortly before.