Update: Figured it.
User groups -> clk 'Edit' to the left of 'Guest' and the options are there.
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I can't seem to find how to make the forum accessible to registered members only.
i.e., unless a guest signs up and logs in, he shouldn't see the categories and forums inside.
Kindly help.