His father and Congress veteran K. Karunakaran, meanwhile, met Gandhi and Prime Minister Manmohan Singh in New Delhi.
While the 91-year-old stayed away from the media after the meeting, informed sources said the party high command was yet to make up its mind on the issue.
Congress sources told IANS that Karunakaran had come with a request to the leadership to allow his son to join the party again. He also reportedly discussed the possibility of his being made governor of Andhra Pradesh or any other south Indian state.
Other Congress leaders from Kerala like Ramesh Chennithala and former chief minister Oommen Chandy have strongly urged that the party high command not take Muraleedharan back.
'Our party has been performing wonderfully since Muraleedharan was ousted. There is discipline and unity in the party now. If Muraleedharan comes back, everything will collapse. So we will strongly oppose any move to take him back,' a senior Congress leader told IANS on condition of anonymity.
Reacting to Muraleedharan's move to return to the Congress fold, party spokesman in Kerala M.M. Hassan said Thursday that the 'Congress is not an inn'.