Check your sole plate on your iron, too. I thought my iron was clean once when I was starching some fabric, only to see brown streaks appear. When I looked at my iron, I had brown streaks on it. Use a magic eraser to clean your sole plate really good.
Whenever I use starch, I don't turn my iron up to cotton, I actually turn it down a little.