Brennan was born Verla Eileen Regina Brennan in Los Angeles. She was educated in convent schools and studied at Georgetown University and the American Academy of Dramatic Arts in New York.

Eileen Brennan was struck when the bus veered off the road A bus driver hit the accelerator instead of his brake when his single-decker knocked down and killed a shopper, a court has heard.