Lawrence was born on May 30, 1850, in Boston, Massachusetts.
He was the son of Sarah Elizabeth Appleton (1822–1891) and Amos Adams Lawrence (1814–1886), a notable textile industrialist, and a member of the influential Boston family, founded by his great-grandfather and American revolutionary, Samuel Lawrence.