The amazing thing about led pipes is the Romans knew lead was poison, but they used them any way.
I saw a documentary that mentioned the Romans did know that lead was poison, but as Pierrem15 said in a earlier post, the continuously flowing water, plus mineral deposits mitigated a lot of the risk.
It is amazing how the Romans engineered aquaducts and other structures to move water where it was needed. Truly amazing!