I have been able to reproduce the issue on both Windows 8.1 and on Windows 10.
I am fairly sure the OS in my case does not matter, and it would happen with any version of windows. It is the video card.
This is only happening with this game though, and nothing else, which is the unfortunate part.
I have tried three different versions of video card drivers as well. Some months old, up to the newest which are weeks old.