Comment 2 for bug 1448756

Unfortunately that is not possible, ppa-purge requires the package index from the PPA to determine which packages to downgrade/remove.

There are other ways you can clean up these cases, but they are a bit messy and would require manual intervention, but try searching for removing orphan packages.