The antiferromagnetic (AFM) valleytronics can be intrinsically more energy-saving and fast-operating in device applications. In general, the lacking spontaneous spin-splitting hinders the implementation and detection of anomalous valley Hall effect (AVHE). Here, we propose to implement AVHE in electric-potential-difference antiferromagnetic Cr2CHCl monolayer with excellent stability, where the spontaneous spin-splitting can be induced due to layer-dependent electrostatic potential caused by out-of-plane built-in electric field. From a symmetry perspective, the introduction of Janus structure breaks the combined symmetry (PT symmetry) of spatial inversion (P) and time reversal (T), which gives rise to spin-splitting. Both unstrained and strained monolayer Cr2CHCl possess valley splitting of larger than 51 meV, which is higher than the thermal energy of room temperature (25 meV). The layer-locked Berry curvature gives rise to layer-locked AVHE. Our work reveals a route to achieve AVHE in AFM monolayer with spontaneous spin-splitting.