Whatever script you are using for smooth scrolling on that webpage, for the love of God, remove it. If I disabled smooth scrolling in my browser's preferences the last thing I want is some script emulating it poorly.
I noticed the scrolling was janky as hell, guess that explains it. There should be a preference in Firefox to disallow websites to fuck with scrolling.