The court also dismissed an appeal filed by CBI seeking death penalty for three of the convicts.
"The appeal against conviction filed by the 11 convicts (one convict is dead) is dismissed. The conviction and sentence is upheld," a division bench of Justices V K Tahilramani and Mridula Bhatkar said.
"The appeal filed by the prosecution against the acquittal of seven persons (in the case) is allowed. The acquittal is set aside," the court said.
"We will consider the undergone period in jail of these seven persons as their sentence. But we will impose a fine amount of them," the court said today.
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The convicted policemen and doctors are - Narpat Singh, Idris Abdul Saiyed, Bikabhai Patel, Ramsingh Bhabhor, Sombhai Gori, Arun Kumar Prasad (doctor) and Sangeeta Kumar Prasad (doctor).
Now 18 people stand convicted in the case.
The court had last year reserved its judgement in the appeals filed by 11 persons convicted in the case and also the appeal filed by CBI for capital punishment to three of them.
The convicts later approached the high court here challenging their conviction and sought for the trial court's order to be quashed and set aside.
The CBI had also filed an appeal in the high court seeking harsher punishment of death for three of the convicted persons on the ground that they were the main perpetrators of the crime.
According to the prosecution, on March 3, 2002, Bilkis Bano's family was attacked by a mob at Randhikpur village near Ahmedabad during the post-Godhra riots and seven members of her family were killed.
The trial in the case began in Ahmedabad. However, after Bilkis expressed apprehensions that witnesses could be harmed and CBI evidence tampered, Supreme Court transferred the case to Mumbai in August 2004.
The 11 convicted are Jaswantbhai Nai, Govindbhai Nai, Shailesh Bhatt, Radhesham Shah, Bipin Chandra Joshi, Kesarbhai Vohania, Pradeep Mordhiya, Bakabhai Vohania, Rajubhai Soni, Mitesh Bhatt and Ramesh Chandana.
The convicts had challenged the order on three main grounds -- that all evidence in the case was fabricated by CBI, that Bilkis gave birth to a child after the incident, thus, the same proved that she could not have been gang raped, and the failure to find the bodies of some of her family members proves that they were not killed.