Odd, video on the site works for me on Firefox (25.0.1 on OS X), and we're actually using mediaelement.js which is listed on the page you link to. What OS/version of Firefox are you using?
I checked into this further and it looks like a bad interaction with the FlashBlock plugin on Firefox. When I whitelisted the site, it worked fine.