Yes the problem definitely manifests when I yank the HDMI cable.
Seems that SDDM is the display manager being used in KDE5. I tried disabling it with putty (just learned to use ssh today, its so useful!) but I still get this:
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VNC also gives a blank screen. Although like NoMachine it does appear to work.