Mix together the dry mustard, brown sugar, and spices in a bowl. Add cider vinegar, 1 tablespoon at a time, until mustard is almost the desired consistency. Blend in the remaining ingredients and adjust the thickness.
Store in a nonmetal container in the refrigerator. Chill before serving.