The incident took place last evening after 10-12 armed robbers entered two general boggies of the train during a halt near Rampur Station, Railway police (GRP) said, adding, the robbers looted and injured the passengers.
The miscreants fled near Bareilly Railway Station, they said.
A case had been lodged at Sitapur Cantt Station in this connection, they added.