Chrome is the fastest browser for YouTube because Google intentionally made it slow on other browsers. So, sometimes this speed is just the result of monopolistic actions.
(I mention Firefox specifically because it's the only browser that uses something other than webkit/blink, now that Edge is out)
Add tree-style tabs to that, and there's no question of which one is best to me.