Hm. Is there anything special about your keyboard and mouse? For example, are they wireless, and have you set your bluetooth adapter so that it's allowed to poweroff after a set time period?

Also: How sure are you that this is RDP related? Maybe even if you never logged in remotely, but just left the home system sitting all day, the same thing would happen?