Install the Youtube Control Panel extension by soitis. It's available for all desktop and mobile browsers, and does a lot to restore sanity on YouTube.
If you want something lighter for Firefox Android. There is also the Background Video Player extension.
If you want something lighter for Firefox Android. There is also the Background Video Player extension.