Comment by LeoPanthera

You can turn off auto-play of videos here:

https://www.facebook.com/settings/?tab=videos

Edit: Apparently some people don't see that setting. These are the settings I see: http://i.imgur.com/XexAp8k.png

(Aside: Anyone recommend a better image host than imgur?)