I've tried resetting GNOME settings, as I thought that was connected, but it had nothing to do with it.
Tried xev tool, and no events were fired for mouse scrolling.
Touchpad scrolling works fine.
I tried changing some setting for mouse (natural scrolling on/off) but this didn't bring the scrolling for the mouse back.