In May 1762, Chase married Ann Baldwin, daughter of Thomas and Agnes Baldwin.
In 1784, Chase traveled to England to deal with Maryland's Bank of England stock, where he met Hannah Kilty, daughter of Samuel Giles, a Berkshire physician.