Kazmi is facing charges of conspiring with foreign elements and others for the terror strike.
The high court allowed him to withdraw his present petition challenging its administrative order on the transfer of his case from a trial court in Tis Hazari to Patiala House and asked him to file a fresh plea against a Delhi government notification shifting the trial in the case.
In Patiala House Court, Additional Sessions Judge Daya Prakash is hearing Kazmi's case.
Following a Delhi government notification on September 12, the cases under Delhi Police Special Cell, including Kazmi's, have been transferred from various courts to a special Patiala House court.
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Kazmi's counsel had earlier told the bench that Additional Sessions Judge Atul Kumar Garg of Tis Hazari court has completed the hearing of arguments on framing of charges and it is unfair to transfer the case at this stage.
The second charge sheet elaborated the earlier charges that the conspiracy was hatched outside India and it has been substantiated by reports procured by the probe agency from Israel and the Indian Embassy in Iran.
Kazmi is the sole person accused in the first charge sheet in the February 13, 2012 attack in which an Israeli woman diplomat and her Indian driver were injured.