I'd have thought that until the money changes hands then it's still the seller's property, and therefore their problem if it's stolen while awaiting the buyer?
I would also expect ebay and most buyers to be understanding, providing you've reported it to the Police and got a crime number. I know my reaction would be one of sympathy with the seller and shared anger at the thieving :-# who pinched it!