National Women's History Museum Act of 2007 - Requires the Administrator of General Services to enter into an occupancy agreement with the National Women's History Museum, Inc. (Museum Sponsor) to allow the Museum Sponsor to locate a National Women's History Museum, at the Pavilion Annex (the building and specified surrounding land in Washington, D.C.), which shall extend for a period of not more than 99 years.