The bus was heading for Aurangabad in Maharashtra from Indore.
The driver lost control of the vehicle, leading to the accident, said Manpur police station in-charge Shailendra Shrivastava.
The conductor was identified as Dilip (30).
The injured were admitted in the government-run M Y Hospital here.