 An intensely private man, Kao was rarely seen in public post-retirement, and was photographed only twice throughout his life.Kao was born in the city of Varanasi in Uttar Pradesh on 10 May 1918 to a Kashmiri Pandit family who immigrated from Srinagar district.He was brought up by his uncle Pandit Trilokinath Kao.