William Leary was born in Chowan County, North Carolina in about 1760. Orphaned when his father died in 1762, Leary and his brothers came under the guardianship of several different men in Chowan, including Peter Clear, who watched over the three youngest boys until Clear's own death in 1765. William Leary later became a resident of Bertie County, where he died in about 1822.