There's enriched rice which has added vitamins. Washing enriched rice _should_ wash out whatever's been added. I don't know about other types of rice, but I've heard rice is supposed to be neutral to the meal, so I assume not.
That's always been my take on rice too... as mainly a macro for carbs (or with brown rice, a bit of fiber).