In 1875, Lurton left private practice after being chosen as a judge of the Tennessee Chancery Court for the Sixth Chancery Division.
In 1893, Lurton was appointed by President Grover Cleveland to a federal appellate judgeship on the US Court of Appeals for the Sixth Circuit.