Marsh ... agree with the others, let the starched fabric set a while before pressing.
Also, are you ironing in one direction or do you move the around iron around in circular motion? When I iron yardarge I try to keep my ironing direction perpendicular to the LOF (the "tightest" weave). I get much less distortion that way.