The historical figure known for her efforts in the fight against child labor in the 20th century is Florence Kelley. As a social reformer and leader in the Progressive Era, Kelley advocated for labor laws and regulations that protect children and improve working conditions. Her work was pivotal in the establishment of child labor laws, and she played a significant role in founding the National Consumers League, promoting consumer advocacy and labor rights.