Is it true that the Peloponnesian War was a conflict between Athens and Persia that lasted for a few months?

No , the Peloponnesian War was an ongoing conflict between the Greek city-states of Athens and Sparta lasting from 431 to 404 BC whereas the conflicts between Greece and Persia (known as the Greco-Persian Wars) lasted from 499-449 BC .