Qatar University has an arabic language for non native speakers but usually all students come from out Qatar. I think you can attend as listener anyway for more info you can contact them

http://www.qu.edu.qa/artssciences/anns/

Also there are some other centers teach too like Alfanar, better to do a search here you will find many.
good luck.