He also asked the banks to provide "hassle-free" loan facility by standardising documents required and connecting it with Jhan Dhan, Aadhar and mobile banking.
The government has set an agricultural credit target for banks at Rs 9 lakh crore for the current fiscal, up from Rs 8.5 lakh crore in 2015-16.
It is also providing short-term loan of up to Rs 3 lakh for a period of one year at a subsidised interest rate of 7 per cent under its scheme. And additional subvention of 3 per cent is given for those farmers who repay on time.
Asserting that farmers should not get hassled up in bank process, the minister said, "Agriculture credit should be made available easily and timely, for which I request banks to standardise all documents required for sanctioning of loans."
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He also asked the banks to connect crop loan with Jhan Dhan, Aadhar and mobile e-banking platform and ensure crop loans are sanctioned in a time-bound manner.
"It is difficult, but not impossible to achieve. If we try and work together, this is achievable.... Some think that increasing farmers income means raising the minimum support price (MSP), but MSP is one aspect," he added.
Besides MSP, the Modi government is looking at addressing fundamental issues like raising productivity not only of land, but water, fertiliser and all other inputs used in agriculture, he said, adding all schemes are announced keeping these issue in mind.
To expedite loans to farmers, the minister said most states have completed digitalisation of land records. Apart from this, online mortgage is also being facilitated.
Asserting that the government is taking possible measures to ensure farmers' income double, he said, a committee has been set up to chalk out a strategy for this.
He also said NABARD will develop the programmes and products concerned so as to double the income of the farmers.
The minister said a long-term irrigation fund has been set up with a cluster fund of Rs 20,000 crore with the cooperation of NABARD so as to complete some of the larger irrigation projects.