There was a study done a while back on how to try to remove arsenic from rice. You essentially boil it for 5 minutes and get rid of that water first, then cook rice normally.
I'm pretty sure this would remove (i.e., nullify) the majority of its nutrients & value to consumption to begin with. We need to find ways to cleanly grow rice, on lands that aren't already contaminated with arsenic.