If you have a small family, renting unfurnished can become a good deal cheaper, as "furnished" flats often cost a lot extra, and you would soon find that you have paid the equivalent of the furniture several times over.
Also consider that the maintenance service included with furnished apartments can often be slow or almost non-existent. It's not easy to pick a flat in Doha. You need to ask colleagues for good advice before deciding. Good luck.