Grudzień was born in Piasek Wielki, Poland. He won two medals at the Olympic Games: gold in the Lightweight division at Tokyo 1964 and silver at Mexico City 1968. He also twice won medals at the European Amateur Boxing Championships, silver at East Berlin 1965 and gold at Rome 1967.