Bring the cranberries and water to a boil in a covered heavy pot. Boil 5 minutes. Pure in a blender and strain through a sieve into a smaller heavy pot.

Add the orange rind, juice, and brown sugar. Boil for about 30 minutes, or until the mixture begins to thicken. Add the cloves, stir well, and ladle into sterilized jars.