Brennan was born in Lynn, Massachusetts on July 25, 1894 and studied at Rindge Technical High School. He was married to Ruth Wells from 1920 until his death in 1974, they had three children. He died on September 21, 1974 in Oxnard, California from emphysema, aged 80.