HTML5 Video - Can I get rid of the big play button?

Yes, you can get rid of this button, you just need to add some code to the Page Inspector->Header Tab->CSS Tab and enter this code:

    .mejs-overlay-button {display: none;} 

and that button will disappear.

Now go forth and make your websites great!