Cannot speak for all cultures (Mayans used base-20, Babylonians base-60), but for the majority that do use base 10, that is the common belief. We don't have solid proof, but that's the most likely reason.

http://www.etymonline.com/index.php?term=digit&allowed_in_frame=0