The victims were travelling on Dadar-Thane local and the incident took place at about 7:55 pm.
Government Railway Police have collected sample of the powder from victims' clothes.
The injured have been admitted to Bhabha Hospital and Sion Hospital. One of the injured persons died in the hospital, the release said.