The invention discloses a double-layer cross-shaped self-drilling anchor bolt drill bit. The double-layer cross-shaped self-drilling anchor bolt drill bit comprises a main cutting edge, four auxiliary cutting edges, four upper symmetrical residue discharging grooves, four lower symmetrical residue discharging grooves, one upper water hole, two lateral water holes, a drill bit trouser, an internal thread and a transition hole. The main cutting edge is a cross-shaped edge where edge parts are connected, the four auxiliary cutting edges are evenly distributed around the trouser in a cross shape, and the edge parts of the auxiliary cutting edges face the top of the drill bit. The upper residue discharging grooves and the cross-shaped edge are distributed in a spaced mode, the lower residue discharging grooves are connected with the upper residue discharging grooves, and the upper and lower residue discharging grooves are of V-type structures. The upper water hole is a through hole, and the axis of the upper water hole coincides with the axis of the drill bit. The lateral water holes are through holes, one end of each lateral water hole is through the transition hole, and the other end of each lateral water hole is located at the junction point of the corresponding upper residue discharging groove and the corresponding lower residue discharging groove. The internal thread is located at the tail of the drill bit, and the transition hole is located in the bottom of the internal thread. The guiding capacity and the residue discharging capacity of the drill bit can be enhanced, then hole collapse in soft soil layer drilling is improved, and the drilling depth is increased.