Instead of setting a "per forum basis" like in classic, you have "groups" in threads; users can be assigned to groups, and groups can be assigned to private forums; all of which making things a lot easier to manage (and basically working the same way classic did things).
Your best bet, go into the groups section; create a group for every department, then when creating forums, assign those groups to access their appropriate forums.
