I uploaded a test video on your site. It is not in Featured Videos section
http://www.df2videos.com/view/70/test-video/.
Still you have the same problem
Login to admin area , Video Management = > All Videos => Edit one featured video => Is featured? => No .
After that got to the site and check still the video(feature removed) in the Featured Videos section or not