The invention belongs to the technical field of titanium product production, particularly relates to a clean production method of titanium dioxide and titanium yellow powder, and aims to solve the problems that an existing titanium yellow powder production method generates a large amount of waste gas and waste water, is low in resource utilization rate, pollutes environments, and the like. The cleaning production method includes: mechanically activating fine titanium powder, performing normal-pressure acid hydrolysis, performing thermal filtration and extraction, performing titanium liquid hydrolysis, washing, drying, calcining to prepare the titanium yellow powder, performing pressurized acid leaching to prepare the titanium dioxide, and the like. The clean production method has the advantages that a titanium yellow powder production process, a titanium dioxide production process, a hydrochloric acid concentration process and the like are combined effectively, production waste acid can be recycled basically, the discharge of the waste gas, the waste water and industrial residues is reduced, and production cost and energy consumption are reduced; industrial production of the titanium yellow powder and the titanium oxide can be achieved by the method, and the method is environmentally friendly, capable of saving energy and reducing consumption, capable of saving production cost and good in economic benefits.