Considering the difficult problems existing in current extremely low speed calibration facilities that the calibration accuracy for anemometers is not high enough and the calibration is vulnerable to the contamination of temperature and humidity discrepancies, an extremely low speed calibration facility with high control precision of velocity was designed with air temperature and humidity being able to be controlled to required values. The facility had a velocity range of 0.1 to 1.0 m/s, an air temperature range of ambient atmospheric temperature to 60 ℃ and a humidity range of 20%RH to 80%RH. The layout arrangement was discussed. The mechanical structure and its components and accessories were designed and illustrated. The motion velocity control system and temperature and humidity control system were designed, tested and adjusted. The results of the adjustment tests showed that the maximum velocity control error and the maximum relative velocity control error were 0.000989 m/s and 0.241%, respectively, satisfying the design target error 0.003 m/s and 0.4%, better than the international optimal accuracy 0.02 m/s and 0.5% (wind tunnel type), and 0.001 m/s and 0.82% (probe-moving type); the maximum temperature control error was 0.9 ℃, meeting the design target error 1 ℃. The maximum humidity control error was 2.9%RH, less than the design target error 4%RH. When the facility was applied to the calibration of a hot-wire anemometer, the maximum error of the fitting curves of the calibration results was 0.02236m/s, which satisfied the design target accuracy 0.03 m/s and was within 0.018—0.03377 m/s, the error range of the international wind tunnel calibration facilities, and close to 0.014 m/s, the error of the international probe-moving facilities; the maximum relative error of fitting curves was 5.214%, close to 4%, the error of the international wind tunnel calibration facilities and close to the lower limit of 2.42%—15.04%, the international probe-moving facilities. The estimated velocity uncertainty of the facility was about 0.0159 m/s, close to the lower limit of 0.014—0.06 m/s, the uncertainty of the international wind tunnel calibration facilities, and close to 0.012 m/s, the uncertainty of the international probe-moving calibration facilities.