Latorre was son of an immigrant, born in Montevideo in 1844. He joined the army of Colorado Party during the civil war of 1863 and was promoted to ensign by 1865. On 2 May 1866 he was badly wounded at the Battle of Estero Bellaco during the Paraguayan War.