Yes, you can turn on fullscreen mode by pressing Alt+Enter at any time or by going to Options -> Preferences -> Display and checking "Full screen mode"
Due to browser restrictions, if you do the second option, you'll need to press a key or click the game frame after closing the Preferences window to transition to fullscreen.