I starch my fabric and then put it in the dryer to dry. Then I iron it. I will use a tiny bit of mist water if I need to "soften" the piece of fabric. This is the best way to do it I have found yet.
One thing I aim to try soon is to "paint" the fabric with the starch then put it in the dryer.