Someone in a recent class had exactly the same problem. Turns out you are not supposed to iron it, when you "press" it to your fabric. Just finger press it to make it stick to the fabric. Draw & cutout your shape. Then remove the paper and place on the background. Then, and only then, shouldd you go anywhere near it with your iron.
You may be out of luck on the pieces you've already ironed on.