National Ag Science Center Act of 2006 - Directs the Secretary of the Interior and the Secretary of Agriculture to provide to the entity known as "Ag Science Center, Inc.," in Stanislaus County, California, grants to pay not more than a total of 33% of the total costs of establishing the National Ag Science Center.