Please check this link: https://github.com/alvarotrigo/fullPage.js/issues/267
You will have to make use of the callbacks afterRender
or afterLoad
for it.
$.fn.fullpage({
afterRender: function(){
$('#video')[0].play();
}
});
Now you can find also an available example to download in the examples folder of the plugin.