He was transferred to Foolad on 2010 and became top goal scorer of 2010–11 season.
Naft Tehran
In October 2012, Norouzi signed with Naft Tehran effective from January 2013. He scored his first goal for Naft in his debut match against Malavan. In his second season with the club he finished the season with 11 goals, one of the most in the league.
Persepolis
After becoming the Pro League's third place with Naft Tehran that was the club's best season in its history, Norouzi had offers from many teams, however, he joined Persepolis in the summer of 2014 and signed a one-year contract until end of 2014–15 season.[3] Persepolis fans nicknamed him as the Blue Killer, because he has scored nine goals against Esteghlal in three previous seasons.[4] He played his first official game for Persepolis against his former team, Naft Tehran on 1 August 2014. He was substituted in 90+2 minutes with Mehdi Taremi.