The incident occurred in the morning when the septic tank of a toilet at the Idgah bus stand exploded due to excessive gas pressure inside it, police said.
An eyewitness told police that those sitting on the toilet seats fell in the sludge, they said.
One of the victim was identified as Deendayal, a resident of New Delhi, they said, adding the efforts were on to identify the other deceased and the injured.