Clean Ocean and Safe Tourism Anti-Drilling Act or COAST Anti-Drilling Act - Amends the Outer Continental Shelf Lands Act (OCSLA) to prohibit the Secretary of the Interior from issuing a lease for the exploration, development, or production of oil, natural gas, or any other mineral in either the Mid-Atlantic or the North Atlantic planning areas.