"We want to integrate the poorest of the poor with bank accounts with Pradhan Mantri Jan Dhan Yojana," he said in his maiden Independence Day address to the nation.
Modi said it is essential to provide banking services to the poor people, especially farmers, to save them from the clutches of moneylenders.
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"Why are farmers committing suicide? They take loan from money lenders, cannot repay money and commit suicide. For daughter's marriage, they take loans from moneylenders, then their life is full of miseries. Who will protect those poor families?," he questioned.
Observing that people have mobile phones but not bank accounts, Modi said, the scheme will help in bringing the benefits of formal banking system to them.
"Today there are crores of families which have mobile phones but no bank accounts. We have to change this. The economic development must benefit poor and it should start from here," he said.
Under the Jan Dhan Yojana, he said, "the person who will open bank account will get a debit card and the family will get Rs 1 lakh insurance cover. This will help the family to tide over the unforeseen eventuality."
About two-fifths of Indians lack a bank account.
Commenting on the announcement, CII Director General Chandrajit Banerjee said "this will bring in more people into the formal banking channels".