While it is probably not a bad idea to rinse most things that come from a can, I doubt rinsing makes a difference in the amount of sodium in the product. I would imagine the only way to do it, is to soak the item in fresh water to draw some of the sodium back out. When I can't get fresh veggies, I try to eat frozen.