All pipe materials are poison if enough is ingested, lead is however is toxic in extremely low amounts, while copper is actually needed in low amounts. You think PVC is better?
We, mammals, are relatively well protected to deal with it, but the real problem here is in the long term exposure. Can produce several forms of inner bleeding in the gut, and harm permanently the liver and kidneys. There is a lot of copper messing around for some reason in Alzheimer's patients also.
Moreover copper is particularly toxic for all aquatic life and invertebrates also causing an acute poisoning. I would not use that water in an aquarium for example. I had seen the stuff in action and is devastating for fishes.
[0]https://smile.amazon.com/Seachem-67105650-Cupramine-Copper-1... for example
LOL, copper is poisonous in presence of corrosives. They are just replacing a poison with other.