A division bench comprising acting Chief Justice Nishita Mhatre and Justice Tapas Mukherjee rejected the plea.
Gandhi's counsels had prayed for bail on the ground that he has been in custody since September, 2015 and claimed that the investigation has not made much headway for long, so there was no need to keep him in judicial remand any more.
Opposing the plea, CBI counsel Ashraf Ali submitted that investigation was going on into Gandhi's role in the scam and releasing him at this juncture would affect the probe.
In another case related to the Saradha scam, the division bench rejected a prayer for cancellation of bail to Debabrata Sarkar, who was also arrested by CBI for his alleged links in the case.
The Alipore district and sessions court had granted bail to Sarkar in March 2015, which was challenged by CBI before the high court.
Sarkar had been arrested in August 2014.
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