Moonis Elahi is the elder son of Chaudhry Pervaiz Elahi, former Chief Minister of Punjab and former deputy Prime Minister of Pakistan. He is the nephew of Chaudhry Shujaat Hussain, former Prime Minister of Pakistan, and the grandson of Chaudhry Zahoor Elahi (Late), a highly prominent politician of his time.