On 25 November 1995, Abdulghani made his league in the derby match against Al-Ittihad that ended in a 2–1 win. He made 24 appearances in all competitions in his first season with the club as Al-Ahli finished runners-up in the league. In his second season, Abdulghani missed matches for Al-Ahli due to the national team's participation in the 1996 AFC Asian Cup. On 25 December 1997, Abdulghani scored his first league goal for the club against Al-Wehda. On 11 March 1998, Abdulghani started the Crown Prince Cup final against Al-Riyadh and provided the assist for Masaad's golden goal in the 97th minute, as Al-Ahli won their third Crown Prince Cup title. This was Al-Ahli's first silverware since 1985. On 15 November 1999, Abdulghani made his continental debut for Al-Ahli against Syrian side Al-Jaish in the 1999–2000 Asian Cup Winners' Cup.