Removing Domains from Active Directory

As a trainer I run a classroom with 6 domains within a tree. My machine hosts the root domain of the tree.

We need to start over every couple of weeks, and although we can remove the domain controllers which host the sub domains, and delete the domains from DNS, we still find the domains showing up in Active Directory and there doesn’t seem to be any way to get rid of them. What am I missing?