Check this site (but not all the nurseries are listed) http://www.dohamums.com/doha-resources/nursery-guide.html#

There is 1 nursery in your area : opposite Rumeila Hospital next to Barbie Beauty Saloon but I do not know what age they have if if it is nice. You can go and check it.