Don't iron, as in rubbing the iron all over. PRESS, using starch or holding it slightly above and giving it a bunch of steam, then set the iron down. Do that repeatedly but don't rub the iron around or it will "iron" the wrinkles right back out.
Ask me how I know...... :)