UK Government Paying Farmers to Stop Food Production: Deliberate Food Shortages?

"We've been offered £2500 to join a scheme for three years, where we don't supply you any food."

British farmer describes how the UK government is offering to pay farmers not to produce any food.

Why would the government incentivise farmers not to produce any food? Are they deliberately trying to create food shortages?