Abdullah also claimed that Pakistan-occupied Kashmir (PoK) belongs to Pakistan and "this won't change" no matter how many wars India and Pakistan fight against each other.
His statement comes days after Pakistan Prime Minister Shahid Khaqan Abbasi had rejected the idea of an "independent Kashmir", saying it was not based on "reality".
"I am saying that there is nothing like the issue of freedom (independent Kashmir) here. We are landlocked. On one side we have China, Pakistan on the other side and India on the third side," the MP from Srinagar told reporters on the sidelines of a function at the party headquarters here.
"Those (separatists) who are talking about Azadi, are talking wrong," the former J&K chief minister said.
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On the demand for autonomy, he said that while the state decided to join India out of love, the country "betrayed" the people of Kashmir and did not treat them well.
"We should understand that there has been a decision (of accession), but India didn't treat us well. India betrayed us. They did not recognise the love with which we chose to join them. That is the reason behind the current situation in Kashmir," Abdullah said.
Referring to a statement made by Minister of State for Home Hansraj Ahir about PoK being part of India, Abdullah invoked the instrument of accession signed by the then Maharaja Hari Singh, with the Indian government.
"You do not remember the instrument of accession and claim the other side of Kashmir administered by Pakistan. If that side is ours, then you should talk about the accession as well. Why do you forget the conditions on which we have acceded?" he said.
"I tell them in plain terms -- not only the people of India, but also to the world -- that the part (of J&K) which is with Pakistan (PoK) belongs to Pakistan and this side to India. This won't change. Let them fight how many wars they want to. This won't change," Abdullah said.
"And when the situation is such, then they have to talk, so that we live in peace, both parts live in peace and for that it is imperative to grant autonomy to both the parts," he said.
"I can only say that while he has held talks, only talks will not address the issue as this issue is between two countries -- Pakistan and India. The government of India has to talk to the government of Pakistan as a part of J&K is with them (Pakistan)," he said.