In a large pot over medium heat, cook water sugar, and cloves. Stir until dissolved. Heat until mixture reaches soft-ball stage on a candy thermometer (about 240F).
Using a spoon carefully discard cloves.
Add coconut and milk. The mixture will clump. Continue to stir until smooth. Simmer for a few minutes.
Spoon into serving dishes and refrigerate at least 30 minutes.