Pour water and rice into a blender; mix until rice begins to break up, about 1 minute. Let rice and water stand at room temperature for at least 3 hours.
Strain rice water into a pitcher and discard rice. Stir in sugar, milk, vanilla, and cinnamon.
Chill thoroughly before serving over ice.
