Rafael was the son of Pedro de la Cruz and Carolina Reyes. The date and place of his birth have not been found.
His wife was Florinda Rodríguez Angulo. They were married, but the date and place have not been found. Their only known child was Lastenía Rodríguez de la (1932-).