The utility model discloses a rapid gasket loading device which comprises a gasket carrying plate (4). Gasket holes (5) which are distributed in an array mode are formed in the gasket carrying plate (4), the gasket holes (5) are formed by upper hole bodies (6) used for containing gaskets and lower holes (7) used for containing threaded portions of screws, and a surrounding frame (8) is installed on the outer circumference of the gasket carrying plate (4) in a sleeved mode. The rapid gasket loading device has the advantages that rapid gasket positioning and loading can be achieved, the processing efficiency is improved, the gaskets can be rapidly assembled in a batch mode through the rapid gasket loading device and a screw loading device, and the situation that the gaskets are loaded in the batch mode through the screws is made to become possible. By using the rapid gasket loading device, the problems that gaskets are sleeved in a penetrating mode and smoothed in a flipping mode one by one manually, time and effort are wasted, the penetrating sleeving efficiency is low and fatigue is easy to occur are solved, the working enthusiasm of workers is enhanced easily, the fatigue feeling is relieved, and the efficiency is increased.