According to police, Anjali's family members from Allahabad had been trying to call her since Sunday night, but she did not respond on her mobile.
Worried about her safety, the family contacted her landlord, who called the police and they entered her home on the fifth floor in Parimal Society on Juhu Road with a duplicate key on Monday afternoon.
They found the 29-year-old actress hanging from the ceiling fan from a sari, presumably having committed suicide.
Police searched her residence but did not find any suicide note or anything suspicious.
Her body has been sent for an autopsy to R. N. Cooper Hospital.
Having worked in several Bhojpuri films, she acted last in the recent action-comedy film, "Kehu Ta Dilme Ba".