Start meetings with host video on should be set to disabled. Rationale: Enforcing a Zoom default setting.
Solution
Go into the Zoom Admin Dashboard on the zoom website. Account Management -> Account Settings -> Meeting -> Scheduled Meeting -> Host video, and ensure it is set to disabled.