Environment Secretary Owen Paterson said the UK should be "proud" of the "fantastic" job farmers do.
He will hold a summit today to discuss the financial worries of many farmers after a year of bad weather.
He added: "This last year has been particularly tough. Farming contributes a huge amount to our environment and our economy.
"We want to ensure that farmers are able to deal with challenges like bad weather, to grow their businesses, create new jobs and help the country compete in the global race."
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The singer had been tweeting in support of migrants when she was bombarded with abusive messages.
Ministers are reportedly considering plans in a bid to lower inward migration.
In a tweet on Saturday, the US president didn't give a reason for his absence but said he wished"everyone well and have a great evening".