The statement did not give any reasons for the death of the 88-year-old monarch.
“His Majesty has passed away at Siriraj Hospital peacefully,” the Palace said, noting that he died at 15:52 (0852 GMT).
His son and heir apparent, the 63-year old Crown Prince Maha Vajiralongkorn, is expected to become Thailand’s new king.