Lange was born in Stavanger, Norway on September 17, 1869. His father was a military engineer. He graduated from secondary school in 1887 and later went to travel and study history, English, and French at the University of Oslo in Oslo, Norway. He received the cand. philol. degree in 1893. He taught at secondary schools for many years and eventually returned to the University of Oslo to receive a doctorate.