Kerr was born in the family seat of Ingestre Hall in Staffordshire. She was one of twelve children. Her parents were Frances Thomasine and Charles Chetwynd-Talbot, 2nd Earl Talbot. She was the sixth child and her mother died shortly after the birth of the twelfth child. Her father took an interest in her education and ensured she was well read and that she had an understanding of their religion. Kerr married on 12 July 1831 and went to live in Scotland with her husband John Kerr, 7th Marquess of Lothian. Her favourite home was near Jedburgh at Monteviot House, but the family seat was Newbattle Abbey. She moved to Monteviot in 1840 in order to attend her nearest Scottish Episcopal church which was in Kelso. Her husband died at another estate in Norfolk in 1841 after they had seven children. She took an increasing interest in the religious Oxford Movement who argued that Anglicanism needed to reintroduce aspects of Roman Catholicism into their high church practices. The followers were known as Tractarianists and her spiritual advisor John Henry Newman was a leading thinker in the group. Kerr funded the creation of an Anglican churchSt John's in Jedburgh near to Monteviot. The church was consecrated on 15 August 1843. The church was opened with invited speakers, a full choir and services that took several days. Two years later Newman became a Roman Catholic and in 1851 Kerr under Henry Edward Manning's instruction also converted to Catholicism. Her children were now in jeopardy as discrimination under British law against Catholics was legally required. She was only one of the guardians of her children and the others were going to interfere as they were concerned that she may convert them. Kerr did in fact smuggle her children to Edinburgh where they were received in to the Roman Catholic faith. Her eldest son was away at Oxford University and he remained an Anglican. Kerr built a new, and now listed, St. David's Roman Catholic church in Dalkeith. She befriended Charlotte Montagu Douglas Scott, Duchess of Buccleuch who would in time also convert, in 1860. She and Charlotte paid for charitable work in Edinburgh, and Kerr's daughter, Cecil, became a nun. Kerr died on one of her frequent trips to Rome in 1877, but she was buried within her church in Dalkeith at the foot of the altar. The altar was commissioned that year by her son Walter.