I guess it's something in the parallax the theme uses then. I'll need to have a look. What puzzles me is that I don't really feel any problem myself...
This removes it if you wanted to A/B test it
window.removeEventListener("mousewheel", ssc_wheel)
I don't find it that bad but it's a bit more janky than default. But you lose the overscrolling that OS X has.