Had a look at your page. With my limited time and knowledge about html these days: have you noticed, your page’s source code isn’t complete? it seems to end somewhere in the middle. the part of the page which loads all kind of .js files, including video-js’s code isn’t showing, so that might be a place to start looking.
Having said that, on my page video-js plugin seems to work.