Dear Querist
you may file a petition before district court or family court where the children ordinary residing and claim custody from your parents. being the parents, you and your husband have all rights for their custody and your parents are not legal custodian of the children.
fight the case on merit.
if the children are willing to live with you and your husband then nobody can restrain them to live with you and your husband.