Albert was born in 1905 in Clayton, which was a civil parish of Bradford, his father Henry Pierrepoint was removed from the list of Executioners in 1910 after an argument with his assistant John Ellis, Thomas was reported to have said about John Ellis that "it was impossible to work with him".