Windows Move User Positioning When Any Screens Turned Off (Multimonitors)

When I turn off one of my monitors, all my windows move to the remaining powered monitor/screen. This is very annoying if you want to simply have the screen off for content processing on another screen.

Not sure if this is a bug, or I’ve failed to know the settings area to stop this. Can anyone tell me what’s happening or how to fix?