I was getting ready to recommend Iron Out. I see Just Hit It beat me to it. I have used this for years. I add it to the load and let it soak overnight.
You do have to be careful with colors. I have used it on a couple of colors with success, but washed a gold Henley one year, of my sons and a teammate, and they had to wear canary yellow shirts the rest of the summer!