Is there a train ride from DC to New York City available?

Yes. Amtrak offers multiple train rides daily from Washington, D.C. to New York City. They use Acela Express and Northeast Regional trains. The travel time ranges between 2 hours 30 minutes to 3 hours 30 minutes.