Dear Veera,
according to my knowledge and experience the reason why the price cannot be updated is the issued invoice and the delivery. I would suggest to cancel the invoice, then to cancel the delivery and then to change the pricing.
Please let me know whether this helped :-)
Best regards
Tomas