Born in Kirkuk, Iraq, Rashid joined Feyenoord in 1999 from ZOB, an amateur club from Zuidoostbeemster. He spent more than a decade with the youth setup of the club and was part of one the most promising crop of players to ever graduate from the academy in recent years. Other graduates included Stefan de Vrij, Jordy Clasie, Bruno Martins Indi, and Luc Castaignos amongst others. Rashid suffered an Injury in the 2009 UEFA European Under-17 Championship which prevented him from training with the first which he believes affected his chances with the first team. Rashid was not offered a professional contract once he turned 18 years old and therefore did not continue his career with Feyenoord.