Keefe was born Margaret Thomas in 1913. She began her studies in mathematics at Los Angeles Community College. After a trip to Chicago to see the 1933-1934 World's Fair, she changed her major to art at the Chouinard Art School in Los Angeles. After graduation, she became the Art Director of "Arts and Architecture" magazine during World War II.