Own for both Edit items and Delete items. Once in Outlook, I go under Tools, Options, Calendar Options, Resource Scheduling, Set Permissions, and then Permissions tab. Then I created a new Outlook profile to manage the conference room (i.e., go into Outlook at the Conference Room 'user').
I have set up an ID and Exchange object for my conference room.