Rice is pure starch, has no vitamins or minerals to speak of and no roughage.
At least brown rice (or red rice) has some roughage, vitamins and minerals. Not a lot, but some.

The reason that people went for white (refined) rice instead of whole brown rice is that the calories are accessible faster. So you get more of a sugar rush, but then you're hungry faster.