After playing in the youth squad for Gençlerbirliği, Irfan Can made his debut for the first team during the 2014–15 season. On 9 November 2014, he scored his first league goal in the 63rd minute against Kasımpaşa. He finished the season with 6 goals in 30 matches in league and cup competitions.