Born 20 March 1813 in the parish of St. Andrew, Newcastle upon Tyne, he was the youngest son of Joseph Morton, a master mariner, and brother of Andrew Morton the portrait painter.
In 1848 Morton was appointed full surgeon to the hospital on the resignation of James Syme.