Getting a personal loan has become tougher these days as banks have tightened the credit. Still I think you should be able to get loan from some of the banks. Obviously they need business and their major business is lending. Check with Alkhaliji bank, Doha Bank and Ahlibank. typically they are less rigid they others. Hope it helps.