He was born in the village of Utmanzai, in the North West Frontier Province (NWFP) of British India (now in Khyber-Pakhtunkhwa, Pakistan).
After matriculating from the Edwards Mission High School in Peshawar, Khan Sahib studied at Grant Medical College, Bombay.