The "Burn the Witch" music video was directed by Chris Hopewell, who previously directed the animated video for Radiohead's 2003 single "There There". It uses stop-motion animation in the style of the Camberwick Green, Trumpton and Chigley series of 1960s English children's television programmes (also known as the Trumpton Trilogy). The video was conceived and finished in 14 days and released on YouTube one week later on 3 May 2016. According to the son-in-law of Trumpton creator Gordon Murray, the family was not asked permission to use the style for the video and saw it as a "tarnishing of the brand."
        The video homages the 1973 horror film The Wicker Man and depicts mob rule in a rural community. An inspector is greeted by a town mayor and invited to see a series of unsettling sights, culminating in the unveiling of a wicker man. The mayor urges the inspector to climb into the wicker man, whereupon he is locked inside as a human sacrifice and the wicker man is set on fire. As the flames gather, the townspeople turn their backs and wave goodbye to the camera. After the song ends, the inspector escapes among the trees.