Can a 17-year-old move out of a parent's house in Iowa without permission from the parents and without having to go to the court?

No, the age of majority in Iowa is eighteen (18). A juvenile who leaves the family home against parental wishes can be taken into custody by authorities if the parents report the underaged person as being a runaway or absentee minor. Other actions that can be taken depend upon individual circumstances and state laws.