How to remove orderlines of an order with partial delivery

Case: I have an customer who makes partial delivery’s. Only, sometime it happens he can not deliver an order-line.
But: when an order has delivery’s with it, you cannot change the order anymore.
So my question is:
Is the an possibility that I can change an order when there are delivery’s with it?