Joseph Coultous, 29 was last seen on Otley Road heading towards Canal Road at 1.15 this morning.
He is described as a white male, 5 foot 8 tall, medium build with short brown hair.
He was last seen wearing a blue and red tracksuit bottoms, blue and white trainers, a white t-shirt and dark blue jacket.
Police are concerned for his welfare.
Anyone with information is asked to contact Police on 101 or use the live chat facility at www.west Yorkshire.police.uk/contact us quoting log 53 of March 1.