What train from Penn Station goes to Belmont Race Track?

There is no train from Penn station that goes directly to Belmont Race Track. However, you can take the LIRR from Penn Station to Jamaica Station, then transfer to the Belmont Park Special. The Belmont Park Special is a shuttle train that runs on race days only and takes passengers directly to the race track.