The police have registered an FIR under Section 376 of the IPC at Dharavi Police station and are looking into the allegation.
Two of them were known to the victim, the police officials said.
A medical examination of the victim has already been performed, but its report are still not clear.
Two men have been detained and investigation is under process, said police officials.
The victim was an employee at a call center.