I bought a Car with Doha Bank Loan after 6 months of registration by the previous owner. 4 1/2 years remaining and I continue to pay the remaining balance.The car was re-registered under my name.

So answer is yes provided bank accepts the financial stability of the new owner. ( They ask for 3 months bank statements.)