or you can chuck them in your toilet water reservoir. Each time you flush you rinse them off. Not sure if this does anything though. Many people have mentioned doing it.
I've rinsed in tap water quickly just to get rid of dust or whatever particles remaining then soak in RODI for a few minutes. It's good to go after that.