Try water/white vinegar (equal portions)....in a bowl. Dip in a rag (fab remnant) and wring out. Lay the rag on the fold and steam press. -- PRESS, don't iron.
If that doesn't work, try some spray sizing from the grocery store.....I find mine at a Walmart type store.