Iron shine is very hard to get rid of. That's one of the reasons I use a pressing cloth when pressing on the right side of fabrics.
I found this online. I do remember someone telling me that vinegar and water will get rid of the shine, but I've never actually tried it.
http://onejive.com/remove-shiny-iron-marks-clothes/