The complex was first inhabited by Qajar monarchs and royal family in the 19th century. After an expansion of the compounds, Reza Shah lived there in the 1920s. And his son, Mohammad Reza Pahlavi moved there in the 1970s.
After the Iranian Revolution, the complex became a museum.
I took these pictures when I visited Tehran during June 2005.