What's the oddest part is it suddenly disappears and returns normally without blinking or flickering when I try to launch this game many times (minimum 3-4 - it might vary). I've also tried in Windowed mode and I don't experience any issue at all. Dunno what's the root behind this. Pretty much everything is up to date, the OS itself updates automatically, my graphics driver is up to date too.
So yeah, no idea whatsoever. I guess it has to do with the Windows 10 itself? Oh and to not forget my graphics card is Intel HD Graphics. A poor GPU to be honest but it does the job in old games.