Again, click on "Edit Profile," located on the Control Panel to the left.
Scroll all the way down to the bottom of the page. There, you'll see a box labelled "Hide Sigs in Forums." Click on the box, then on "Save Changes," and you'll never have to see the pesky things again. Unless you unclick the box later, of course.