Nezhmetdinov was born in Aktubinsk, Russian Empire, in what is now Aktobe, Kazakhstan, in a Tatar family. His parents died when he was very young, leaving him and two other siblings to be raised by their brother. The orphaned, impoverished family moved to Kazan, Tatar ASSR.