Keep in mind that SSH is the main tool for Linux server administration:
ssh user@host_ip
Any GUI on the server is considered a waste of resources and a potential security threat that increases attack surface.
If your problem persists, access the root shell like this:
How to Reset the root Password :: Fedora Docs