Margot Peet was born in Kansas City, Missouri in 1903, and grew up in a prosperous merchant family that encouraged her interest in art.
Margot Munger returned to Kansas City in 1922, and in 1924, she married Herbert O. Peet, a Princeton graduate whose family owned Peet Brothers' Company, the largest soap company west of the Mississippi River.