The need for precision control of CRISPR-Cas9 genome editing has created a demand for anti-CRISPR molecules. Recently, the first class of small-molecule Cas9 inhibitors has been identified, verifying the feasibility of regulating CRISPR-Cas9 activity using direct-acting small molecules. However, it remains enigmatic as to the location of the ligand binding site(s) on CRISPR-Cas9 and how the ligand binding leads to Cas9 functional inhibition. Here, we established an integrative computational protocol, including massive binding site mapping, molecular docking, molecular dynamics simulations, and free energy calculations. Ultimately, a Cas9 ligand binding site was discovered from the dynamics trajectories that is hidden within its carboxyl-terminal domain (CTD), a domain recognizing the protospacer adjacent motif (PAM). Using the top inhibitor BRD0539 as a probe, we demonstrated that the ligand binding induces significant CTD structural rearrangements toward an incompetent conformation for PAM DNA engagement. The revealed molecular mechanism of BRD0539 inhibiting Cas9 is in well agreement with the experimental data. This study provides a structural and mechanistic basis for the potency improvement of existing ligands and the rational discovery of novel small-molecule brakes for developing safer CRISPR-Cas9 technologies.