In 1808 he was appointed chief judge to the state's supreme court, the Maryland Court of Appeals, for the third district. He served on that court until he resigned for health reasons in 1826. Chase had married Hester Baldwin on June 24, 1779. They remained together until her death in 1823 and had five children: Richard, Frances, Hester, Matilda, and Catherine.
Frances
Hester