In his debut match for the first team against Syrianska FC in Svenska Cupen on 18 May 2010 he scored the winning goal in extra time.

On 21 January 2014, Rexhepi signed for fellow Allsvenskan club IF Brommapojkarna, citing that he needed more time on the pitch to continue develop as a player.

Malmö FF acknowledged that a buy-back agreement existed in the transfer and that they would follow Rexhepi's development in Brommapojkarna.

The striker did not represent any club at the elite level from 2017 to 2018, as he instead wanted to invest in a civil career and, among other things, worked for a couple of weeks this summer as a municipal director in Kungsbacka.

[4] He made his senior debut for Kosovo in a May 2014 friendly match against Turkey and earned a total of 3 caps, scoring no goals.