Tourgueneff was born into a family originally from Russia, the fourth child and second son of Nicolas Turgenev (1789-1871) and his wife Clara Viaris who was from Lesegno.
Tourgueneff was a student of the famous French animalier sculptor Emmanuel Frémiet.