The 25-year-old rider was slashed in the chest after getting in a dispute with another man who was selling candy on the train, according to police.
The victim was transported to Lincoln Hospital with non life threatening injuries.
Police continue to search for the suspect who dropped boxes of candy as he left the station.
"It's crazy, that's like in the city, it doesn't make any sense though," said one witness.
The investigation continues.