But consider it from the lender's standpoint: You have poor credit. Your home was foreclosed upon. Your husband has a short (if any) work history in an entirely new line of work.
On the other hand, it certainly does help that your parents have good credit and that you have a sufficient amount for a down payment.
So--contact a lender and see whether those positives will outweigh the negatives.