The leaders of the non-BJP parties and the media bodies also demanded immediate withdrawal of the order imposing the blackout on November 9.
There was also a suggestion by Delhi Chief Minister Arvind Kejriwal and senior Congress leader Digvijay Singh that all newspapers and channels "show courage" and "go off air and not publish" on that day to register their protest.
The Editors Guild of India condemned the order as a "direct violation" of the freedom of the press and similar sentiments were echoed by the Broadcast Editors' Association (BEA).
NDTV while terming the order as "shocking" has alleged that it has been "singled out" and said it is examining all options in the matter.
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"The Editors Guild of India strongly condemns the unprecedented decision of the inter-ministerial committee of the Union Ministry of Information and Broadcasting to take NDTV India off the air for a day and demands that the order be immediately rescinded," the Guild said in a statement.
The BEA while expressing deep concern at the government's decision said imposing a ban is a violation of freedom of expression.
Alleging that the government action smacked of "authoritarianism and intimidation", Rahul and other Congress leaders hit out at Prime Minister Narendra Modi.
"Detaining opposition leaders, blacking out tv channels- all in a day's work in Modiji's India.
"NDTVBanned-shocking and unprecedented (sic)," the Congress Vice President said on twitter.
Former Jammu and Kashmir Chief Minister Omar Abdullah lashed out at the Centre, asking if these were the promised "achhe din (good days)".
"NDTV ban is shocking. If Government had issues with Pathankot coverage, there are provisions available. But ban shows an Emergency-like attitude.," Banerjee said in a statement in Kolkata.
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NCP leader Tariq Anwar also condemned the one-day ban on NDTV India, dubbing it as a "dictatorial" move that goes against the freedom of the media.
Reacting sharply, BJD leader Tathagata Satpathy remarked that "death of freedom of speech is death of democracy".
"I feel people in power have become very paranoid. No administration can function with equanimity in a state of paranoia. November 9 is a black day for democracy," said Satpathy, himself editor of two prominent newspapers from Odisha.
News Broadcasters Association (NBA) also said that it is deeply concerned with the Centre's decision to ban 'NDTV India' for one day.
"It is surprising to note that NDTV INDIA has been singled out...When the rest of the media also did cover the terror attack and all such reports were available in the public domain.
"The Inter- Ministerial Committee (IMC) and the Ministry of Information & Broadcasting (MoI&B) should have seen it from the prism of freedom of the media, which is guaranteed in the constitution and not gone strictly by the regulations under the Cable Act," NBA said in a statement.