Removing Set Dust Stain?

I have two sweaters that have been in my closet and not worn for 3 years. They both have a stubborn dust line that I can't get out. I have used oxystain remover spray, washed in cold water and line dried. Didn't work. How do I get these horrible stains out?

Thanks!