According to local news outlet WAVE, the 88-car Paducah & Louisville train left the tracks near Radcliff at about 2am.
Hardin County Emergency Management director Doug Finley told the station that 15 cars were lost – five overturned and another ten were jackknifed.
No hazardous materials were aboard the train.
Crews said scene clean-up would continue at least through Friday evening.