Anselmo played his first years for Briquets Deportivo, Escola Esportiva Guineueta and CF Damm. He signed for FC BarcelonaJuvenil A, FC Barcelona's youth team aged 18 where he played 30 matches and scored 7 goals. He played for Spanish teams CD Alcoyano, Getafe FC and CA Pulpileño and then had an unsuccessful trial with Colombian team La Equidad, signing shortly after with Omani club Bowsher. In 2012, Anselmo returned to Spain, where signed for UDA Gramenet. Later he played for UE La Jonquera and CF Montañesa. He last played for Navata CF in the Catalonian third division.