Ghasempour was invited to the Iran national football team and made 31 appearances for the Iran national football team from 1975 to 1978 and was a participant at the 1978 FIFA World Cup. He was a member of the Iranian team winning the Asia Cup 1976 in Tehran, and reached the quarterfinals of the Olympic Tournament in Montreal in 1976.