Combine all the ingredients in a blender (or use an emmulsion blender). Blend into a thick, chunky paste. Refrigerate for at least 2 hrs for flavors to blend. (You can also opt to just mix well for a chunkier rub).
The mixture will keep in a tightly sealed container in the refrigerator for several months.