The Corriere della Sera newspaper reported that the driver and another railway worker had been killed.
Emergency services are attending the scene.
The line between Milan and Bologna has been suspended following the incident.
At least two of the train’s carriages overturned in the crash.
The train left Milan at 5.10am and was travelling to Salerno when it ploughed off the line.
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