Pure water can only be toxic when it is consumed in excessive amounts. The purity has nothing to do with it. Pure water is ideal. If you drink five gallons of pure water in a short period of time, it is the amount that will harm you, not the purity.
It also is how quick you drink the water. If you drink a lot in a short time, it can hurt you.