Born in Cawnpore, India, Clementi was the son of Colonel Montagu Clementi, Judge Advocate General in India, and his wife, Isabel Collard.
Clementi was proxime accessit (runner-up) for the Gaisford Greek Prose prize in 1897, and obtained his B.A. (2nd class lit.