The music video for "No Surprises" was directed by Grant Gee. The video consists of a single close-up shot of Yorke inside an astronaut-style dome helmet. The lyrics are shown throughout the entire song slowly scrolling upwards but mirrored, as they are being reflected off of the dome. After the first verse, the helmet begins to fill with water. Yorke continues singing as he attempts to lift his head above the rising water. Once the bubble completely fills, Yorke is motionless for over a minute, after which the water is released and he resumes singing. For Yorke's safety, the video was filmed at high speed and played back in slow-motion.