The deceased included a 40-year-old man, his six-year-old daughter and male nephews aged five and six months and a 60-year-old women, they said.
All of them were returning to their native village of Hosagulli after visiting a relative at a hospital in Gundulpet when the mishap occurred.
The man's wife has been hospitalised and is stated to be "out of danger", police said.