The deceased were identified as Rajesh (21) of Birondha village and Rachna (16) of Kheri-mod village in Dholpur district, they said.
The deceased man escorted the girl for a medical treatment when they probably run over by train in the morning today, they said.
Bodies have been sent for post mortem examination, police said.