While the identity of the passenger could not be ascertained, reports said that she claimed to be a celebrity.
In recent times, there have been instances of behaviour of passengers causing problems to airlines.
The latest incident, involving a business class passenger, happened before take off of the GoAir flight G8 387 from Mumbai to Lucknow.
According to the airline, an "unruly business class passenger was offloaded" from the flight.
"While boarding was in progress, a female passenger at the aerobridge threw her hand bag on another passenger. She then entered the aircraft by pushing the passengers in front of her. Passengers complained about the unruly behaviour to in-flight staff, who tried to convince her to calm down," it said in a release.
The carrier also said after long persuasion, the passenger agreed to deplane and was accommodated in the next flight. CISF was also informed about the incident.
Last month, an IndiGo flight from Dubai to Kozhikode made an emergency landing at the Mumbai airport following alleged unruly behaviour of a passenger, who was offloaded along with his brother travelling in the same flight.