Justice V P Vaish said he will not hear the matter as his roster of cases has been changed and directed that the petitions be listed before an appropriate bench.
The judge, had on August 6 stayed the summons issued against the Gandhis and others, and on December 15, 2014 had listed the matter for today, to be heard on day-to-day basis.
BJP leader Subramanian Swamy opposed the judge's recusal and requested that the matter be heard by the same court which has been largely dealing with it, as a fresh hearing of the case would further delay the issue.
The court declined Swamy's request and transferred the case.
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Later in the day, Swamy mentioned the matter before a bench of Chief Justice G Rohini and Justice R S Endlaw seeking stay of the transfer of the case.
Swamy said that Justice Vaish has heard the matter since beginning so he be directed to hear the same.
Swamy, in his complaint before the trial court, had alleged cheating and misappropriation of funds by the Congress leaders in the acquisition of National Herald by Young Indian (YI).