In your home? If you knew the water was that contaminated would you trust your home water treatment equipment to remove everything? In that situation I think I'd buy bottled water until things are resolved.
if you remove everything from the water with this method, or any other method, there is systems to re-mineralize water... (Reverse osmosis would also remove most of the lead)