Superfund Polluter Pays Act - Amends the Internal Revenue Code to: (1) reinstate and increase the Hazardous Substance Superfund financing rate through 2018; and (2) increase the environmental excise tax on certain chemicals sold by their manufacturers, producers, and importers.