Due to my habit of switching between desktop environments semi regularly, including GNOME-based ones, multiple configuration files exist in my ~/.config/ governing the same things. In this case, my mouse scrolling.

I was never able to figure out which files were conflicting with each other, but this answer on AskUbuntu worked for me first time, system-wide. http://askubuntu.com/a/685873