World War II Memorial Prayer Act of 2012 - Directs the Secretary of the Interior to install at the World War II memorial in the District of Columbia a suitable plaque or an inscription with the words that President Franklin D. Roosevelt prayed with the nation on June 6, 1944, the morning of D-Day.