In his tweet, Mr Katz has also posted a video of a delivery guy bringing the pizza to the train.
"I was like, 'hell yeah, I gotta hook them up,'" Jim Leary, from Dom's NY Style Pizzeria in Newport, Delaware told Time. "I know they gotta be hungry." He picked up the order of a pepperoni pizza and a cheese pizza and made his way to deliver it on the train.
Reaching the train wasn't easy but Mr Leary made it.
Meanwhile, Twitter user Logan McHugh posted that it was he who ordered the pizza on the train.
Yup that was us https://t.co/ihTQZWI5A1- Logan McHugh (@LoganMcHUGE) May 15, 2017
The idea to have pizza delivered on a delayed train has collected a ton of reactions on Twitter.
"Resourceful," says one Twitter user. "How did you even tell them your address? 'Yeah LOL, I'm on that nice train somewhere around here. Please come, I promise the train stays here'" says another.
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