Today we released this feature by means of a button at the bottom of the game play window. Just click it to go into full-screen mode. Click it again to come out of full-screen mode.
Hopefully it will work on all browsers, but we look forward to hearing how you get on.
Thank you @primarypete_ for reminding us about this one!