Anselmi was the son of Manuel Martín Monserrate Febo and María Anselmi Rodríguez, his brother was Adolfo L. Monserrate Anselmi By 1949 he was Chief of the Office Public Works Progress Office of Puerto Rico. He was nominated president of the Phi Sigma Alpha fraternity on four occasions.
