The shed of the ramp fell on passengers and injured eight people who were standing under the structure.
One of the injured persons was reported to be critical.
The Bhopal railway division has ordered a high-level inquiry into the incident.
The incident took place between platform Nos. 2 and 3 at the station around 9 am.