There is another option called "Infinite scroll". Disable that to disable the automatic switchover to the next page. It is in the section Thread Display Options.
Personally i kinda like it, as i am too lazy to hit the next page button. Yes, sorry, i am just an airbus pilot and therefore infinitely lazy...