Born to a coal merchant and shipping agent, Edward Downing, and one of four siblings, Caroline Lowder Downing, became a trained nurse, and in 1908 joined the Women's Social and Political Union (WSPU) Chelsea Branch, with her sister Edith Elizabeth Downing, an artist, and both became militant suffragettes.