this goes back to 2016, but sounds just like what you're experiencing:

*Symptoms

After you apply this update on a Remote Desktop Session (RDS) host, some new users cannot connect to an RDP session. Instead, those users see a black screen, and they are eventually disconnected. This issue occurs at unspecified intervals.*

https://support.microsoft.com/en-us/kb/3179574