Bitha Jane was born in 1846 in , Hawkins, Tennessee. Bitha Jane's father was Henry Chestnut and her mother was Louisa. She had three brothers named John, Hugh and Samuel. She was the youngest of the four children. She had two half-brothers and two half-sisters, named James, David, Mary and Parlee.