Eleanor Thatcher was born in Binghamton, New York on February 21, 1910. Growing up she sang often in church and later developed a deep love of dancing. With the start of the Great Depression in the early 1930s Eleanor decided to leave Broome County for the glamour and excitment of Hollywood.