The season for fresh quince is over. It is traditionally an autumn/ winter fruit. You may need to wait until Oct-Nov for the next season's harvest from Turkey.
would try the fruit and veg market at Al Awir
if that fails - contact Green heart Organic farm / Ripe Me to see if they can import from their suppliers.