Queisi was born in the Diban Brigade in the governorate of Madaba, on 10 October 1937, and died in Amman on 1 December 2019. He has four sons (Mazen, Munther, Makram, and Muhammad Mumtaz) and two daughters, (Maysa and Maisoon).