It seems a few posts that were made between the 20th and yesterday were missing pics. When I right-clicked on the picture name and selected "open link in a new tab", I got the error message I quoted.
I had to re-load some of mine too. If that had been on the server previous to my attempt to re-attach, I would have gotten a different error, telling me there was already an attachment with that name.