Put blueberries and water in saucepan and cook over low heat until blueberries are very soft, about 10 minutes. Press mixture through a fine mesh sieve and put liquid back into saucepan off of the heat. Stir everything together and cook on medium-low heat, stirring constantly until mixture is thickened, about 5 minutes. Remember that it will continue to thicken as it cools.