The invention discloses a needle glue removing device for a dispensing platform. The needle glue removing device comprises an installing rack. A take-up plate and a pay-off plate which are used for storing a cleaning belt are arranged on the installing rack. A plurality of glue removing mechanisms are arranged between the take-up plate and the pay-off plate. Each glue removing mechanism comprises inlet guide wheels, a first cleaning belt clamp block, wiping clamp claws, a second cleaning belt clamp block and outlet guide wheels, wherein the first cleaning belt clamp block and the second cleaning belt clamp block are each provided with a groove with the width smaller than that of the cleaning belt. The cleaning belt is folded upwards and arranged in the grooves. The wiping clamp claws are fixedly arranged on corresponding telescopic cylinders fixed to the installing rack. The needle glue removing device for the dispensing platform is reasonable in design, ingenious in structure, capable of achieving an automatic glue removing effect, and clean and thorough in glue removing.