Ghosh, however, termed his visit as a "courtesy visit" after Durga Puja.
"It was courtesy visit to Mukulda. He is a senior leader of my party," Ghosh, who was suspended from the party on September 28 for anti-party statement, said.
The meeting between Ghosh and Roy comes a day before Serious Fraud Investigation Office (SFIO) of the Ministry of Corporate affairs summoned Ghosh for the second time in one week.
Ghosh was summoned for the seventh time yesterday by Bidhanangar police commissionarate in connection with the Saradha Group ponzi scam.
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Ghosh, who was the CEO of the Saradha media group, had earlier threatened to disclose names if he was arrested in the scam and demanded an inquiry by his party saying he had much to tell the leadership.
A few days ago, Somnath Dutta, a senior executive of Saradha media and a close aide of Ghosh was remanded to police custody for seven days in connection with the case.