Combine all the ingredients, except the horseradish, in a stainless-steel bowl. Cover, and let stand for 2-3 days.
Put the ingredients in a blender and whiz until as smooth as possible. Add 2 to 4 tablespoons of water if the mustard is too thick. Blend in the horseradish, if using.
