Thanks everybody for the answers
Isn't there any other option than recreating the tables in Oracle and then deleting them in Desktop? There are quite a lot of them, including in schemas that no longer exist and this would require quite some manual work. There is no complex relationship though.
I would have hoped that there is some kind of metadata table that can simply be purged?