At the top of the page, Forum Actions > Mark Forums Read. That will mark all forums as read. Then if you're in a forum, at the top, below the number of threads in the forum, click Forum Tools > Mark this forum read.
Not sure on the settings for the mobile site.... I couldn't find it either...