I managed to resolve this issue by updating the motherboard UEFI. I thought I should try that, seeing how all people in this thread have different video cards, processors and OS. I have been playing the game for 4 hours now and all is good. Maybe doing the same thing will solve the issue for the others that have this problem.
btw the motherboard is ASUS TUF with x470 chipset