Some of the MLAs seen in the video are Indraraj Gurjar, Mukesh Bhakar, Harish Meena.
The state's former deputy chief minister has also demanded disbanding of the Rajasthan Public Service Commission and its reconstitution, and a compensation for those affected by government job exam paper leak cases.
The CLP meeting began about three hours later than scheduled, with ministers and MLAs flashed victory signs for the cameras.
"Where did we make any statement against the party? We wanted to draw the attention of the party high-command to the fact that we were not able to deliver on things promised in the manifesto for which the public elected us," Vishvendra Singh said in a video message.
A day after a group of Congress MLAs met Sachin Pilot, another party legislator on Friday expressed support for the dissident leader as trouble brewed again in Rajasthan's ruling party.
Pilot, who is also the president of the state unit of the party, on Tuesday night claimed he has the support of 30 MLAs and the Gehlot government is now in minority.
The meeting is expected to start at 11 am at the hotel on the city outskirts where Congress legislators in support of the Ashok Gehlot government are camping.
A controversy has erupted over the portrayal of the Jat king of Bharatpur in the movie.
Two other Rajasthan ministers Vishvendra Singh and Ramesh Meena were also sacked from the state cabinet after a meeting of the Congress Legislature Party, its second in the last two days. The meeting was billed as a 'second chance' for Pilot, who had turned down appeals from the party's top leadership -- including Rahul Gandhi and Priyanka Gandhi -- to return to the fold.