The victims, belonging to Morena district of Madhya Pradesh, were on their way to attend a religious function, police said, adding, they met with the accident near Ramai Pulia under Mirhichi police station area.
Those killed have been identified as Maniram, Geeta, and Vikki, they said.
The injured have been admitted to a hospital in Agra, they added.