Rita was born in Milan, Italy, the daughter of Ettore & Maria Piacenza. She moved to New York with her parents as a young girl. She was an art student there when she met Thomas Hart Benton, her instructor. They married February 14, 1922 in Manhattan, New York. They were the parents of a son, Thomas, and a daughter, Jessie.