The Palace of Holyroodhouse is the official residence in Scotland of Queen Elizabeth II , who spends time at the Palace at the beginning of the summer . The Palace of Holyroodhouse , commonly referred to as Holyrood Palace , is the official residence of the monarch in Scotland .