The victims lived next to the godown in Gujarati colony.
The gas from the pesticides, suspected to be toxic, began to spread this morning, said Kotwali police station in-charge B S Rajput.
The deceased were identified as Upanshi (01) and Nishi Jain (26).
Five other members of the family were admitted in a private hospital. Police are conducting further probe.