Like mentioned a few times in other replies, it is because you are living in the city. I have seen the Milky Way so proliferous and bright on a moonless night in the desert in Saudi, that you could almost navigate by it...almost :)
Light pollution destroys the effect due to you eye's adaption to Doha's ambient light levels.