 He played 36 games and scored 22 goals for the Czechoslovakia national football team.Scherer represented Czechoslovakia at the 1960 European Nations' Cup and 1958 FIFA World Cup, where he did not play any match.In the 1962 FIFA World Cup Scherer scored 3 goals, Czechoslovakia finished second.