Etta Evans Gilmore was born in Fleming County, Kentucky, on February 4, 1885, to Robert Evans and Matilda Fawns. She married Henry Steele Gilmore, a Bath County physician, around 1906. Their son Robert was born in 1906 and daughter Lorena in 1910.