Bharti, who is embroiled in an escalating controversy over his "midnight raid" and faced demands for his resignation, later backtracked and apologised after being slammed for his comment.
"I didn't mean to say that and if anybody is hurt I would like to apologise to them," he said. Bharti also claimed his statement was being "misinterpreted".
As reporters continued to question Bharti earlier in the day over the controversy surrounding him, he accused them of taking money from the Gujarat chief minister.
Kejriwal, who also targeted the media, however, admitted that Bharti's comments were "inappropriate".
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In his address at an event organised on the eve of Republic Day at Chhatrasal Stadium here, Kejriwal said, "I don't know why media houses want people to speak against me. They are associated either with one party or another."
Citing an example, he claimed he had got a call from a reporter of a news channel who told him that he had been asked by his boss to do a negative story on AAP that its popularity is going down.
He argued that "this is not journalism. This is your country as well. This is wrong".
Bharti, who had chosen to attend a kite flying festival instead of appearing before the Delhi Commission of Women yesterday after he was summoned for the midnight raid episode, also charged that the Women's Commission is "political".
Bharti was slammed by political parties for his attack on the media.
"Now, if the media starts conveying to the people the indecent behaviour and the violation of laws and norms by his own law minister, why does he becomes so narrow minded that he starts abusing the very same media who had given him so much praise in the last few years," Leader of Opposition in Delhi Assembly Harsh Vardhe said.