"It was I who suggested Kisanganj as the venue of the new centre," Kumar told reporters at the airport before leaving for Kisanganj.
The Bihar government provided 224 acres land free and also a building for academic work till the centre came up, he said.
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UPA Chairman Sonia Gandhi will lay the foundation of the new AMU centre.
The Bihar government had lodged a strong protest with HRD Minister Pallam Raju, claiming that it was not invited to the inauguration by Gandhi due to political reasons, though the AMU had insisted that it had sent an invitation to the Chief Minister.
Meanwhile, Congress fumed at Kumar for his outbursts against it, notwithstanding that his government was dependent on support of four Congress MLAs.
State Congress Vice-President Prem Chand Mishra told reporters that the high command had been informed about Kumar's comments describing Rahul Gandhi's denouncement of a controversial central government ordinance as "farce".
He had also termed the Congress as a "party of rioters" and of being "timid" in the past two days, Mishra said.
"Taking our support and at the same time abusing us will not do," he said.
The Congress leader said the party high command will decide whether to continue giving support to Kumar's government.
He also claimed that the acrimonious outbursts of many JD(U) leaders against top leaders indicated that the Bihar Assembly might see elections within 2014.
The term of the present government is till November 2015.