Add all ingredients to a medium saucepan over high heat. Watch pot carefully to avoid burning the sauce.
When bubbles first begin to appear in the water, turn the heat down to medium-low. Cover and cook for 30 minutes, stirring occasionally.
Break the big chunks of rhubarb down with a potato masher or the back of a large spoon.
Add sugar to taste.
Cool and refrigerate.