If You go to the main forum screen. And Scroll All they way to the bottom on the left hand side you will see the following line:

= Forum has new posts - Mark all read

By Clicking on the Mark all Read, this will clear all the yellow folders and the red new fields from your view.*

*This is only if you have an active account on this forum.