Arthur was the second son of Arthur Guinness and his wife Olivia Whitmore, and was born at their home at Beaumont House (now a part of Beaumont Hospital, Dublin).
In 1782 his father had also founded the "Hibernian Mills" beside the River Camac in Kilmainham to mill flour for the expanding city's population.