The present invention mainly relates to arecanut Dehusking and more particularly to the Automated Gear drive Arecanut Dehusking Machine. In one embodiment, the machine comprising: a housing body encloses the entire machine body and supports all the elements of the machine body, a hopper with inlet positioned at a first region of the dehusking machine for feeding arecanut in to operating chamber, an operating chamber positioned at a second region, the operating chamber includes a conveyor assembly, and a nylon wheel, where the conveyor assembly comprised of an endless chain moving in and out of the hopper and having provisions (step opening) for successively accepting single arecanuts into MS-TUB of operating chamber, a nylon wheel is provided double purity of the blades in contradictory direction to peel the areca nuts, a gear motor with 1440 rpm, the gear motor transfers rotational force of about 77 rpm to the gear box through drive shaft, a gear box with plurality of sprockets, wherein the gear box inputs 77 rpm to nylon wheel which provides steady rotation to peel the skin of the areca nut and at least two outlets, wherein one outlet is for discharging areca nut with skin removed and the other outlet is for discharging the husk of areca nut.