- Go to Color management (Desktop -> Screen Resolution -> Advanced Settings -> Color Management -> Color Management -> Advanced (tab) -> Change System Defaults)
- Remove all profiles from all screens, and add single profile per display. (I chose sRGB virtual device mode profile.)
- Check the colors in Photo Viewer if the colors are fine then you chose good profile.
That did the trick.