With the Colombia national football team, he participated in the 1979 South American U-20 Championship. Angulo did not score any goals in his nine appearances for the Colombian national team between 1987 and 1991. He participated in the 1987 and 1989 Copa Américas for Colombia. He was the top scorer of the Categoría Primera A in 1988 with 29 goals.