An adhesive tape dispenser includes a main body provided with a flattening sheet at an upper side of a first end and the flattening sheet is connected with a blade. The main body is provided with a Velcro at an underside of the first end and pivotally mounted with a first roller corresponding with the Velcro. In the process of release of adhesive tape, the adhesive tape enables the first roller and the Velcro to rub each other and generates static electricity and thus, when the adhesive tape is not used, the adhesive tape will be absorbed to the first roller and impossible to roll up back to the adhesive tape roll.