For that to be true you would need chemically inert pipes, I can't really think of a material in common use that meets that specification. Opening the inquiry a bit to the less common materials:

Pure Soda Lime Glass

Synthetic Quartz

Diamond

Although these materials are poor choices for many reasons, they would be very unlikely to leach anything into the water more harmful than carbon or silicon atoms.