Henderson on August 4, 1875, in Salisbury, North Carolina, to Congressman John Steele Henderson and Elizabeth Brownrigg Cain Henderson. Her brother was the mathematician Archibald Henderson and her sister was the suffragist Mary Ferrand Henderson. She was a direct descendant of the Scottish colonist Thomas Henderson, who emigrated from Dumfries