I know you can play the game at chrome://dino, but it doesn't evoke the same nostalgic feeling of a 10yr old me turning on aeroplane mode and spamming space bar to try and beat my brother's high score. Good memories.
Edge probably has the smallest "chrome" of the lot once you enable vertical tabs and merge the address bar into the title bar.