Radiohead released a music video for "Lotus Flower" on their YouTube channel on February 16, 2011. It features black-and-white footage of Yorke dancing. It was directed by Hammer & Tongs member Garth Jennings and choreographed by Wayne McGregor. The video sparked the "Dancing Thom Yorke" internet meme, whereby people replaced the video's audio or edited the visuals, and led to the hashtag "#thomdance" to become a trending topic on Twitter.
The video received positive reviews from critics. IndieWire wrote that director Jennings had turned Yorke's "spastic" dancing into art that it was "bizarrely compelling ... with Yorke's flailing, curiously spellbinding limbs as the main attraction". Metro praised Yorke's performance, writing that "somehow, even though he seems to be mass of tangled limbs in the grip of an attack of some sort, it works", but criticised the video set as "sparse to say the least". The video was nominated for Best Short Form Music Video at the 2012 54th Grammy Awards.