West Coast Ocean Protection Act of 2010 - Amends the Outer Continental Shelf Lands Act to prohibit Secretary of the Interior from issuing a lease for the exploration, development, or production of oil or natural gas in any area of the outer Continental Shelf off the coast of California, Oregon, or Washington.