There are some machines that “turn off” the video out when they do not detect a device plugged in. So if you are remoting into a headless server that may be what’s going on. (I’m only guessing though)
Is it headless?
As an alternative if you have SH on another machine there you can always setup a tunnel to hit the headless server through rdp which should work.