Ángel Rivero Méndez was born on October 2, 1856 in Trujillo Alto, Puerto Rico to Juan Rivero and Rosa Méndez, who had immigrated to Puerto Rico from the Canary Islands.
On October 16, 1882, Rivero married Manuela Boneta Babel from San Juan.