The Nucleocapsid (N) protein of SARS-CoV-2 plays a crucial role in viral replication and pathogenesis, making it an attractive target for developing antiviral therapeutics. In this study, we used differential scanning fluorimetry to establish a high-throughput screening method for identifying high-affinity ligands of N-terminal domain of the N protein (N-NTD). We screened an FDA-approved drug library of 1813 compounds and identified 102 compounds interacting with N-NTD. The screened compounds were further investigated for their ability to inhibit the nucleic-acid binding activity of the N protein using electrophoretic mobility-shift assays. We have identified three inhibitors, Ceftazidime, Sennoside A, and Tannic acid, that disrupt the N protein's interaction with RNA probe. Ceftazidime and Sennoside A exhibited nano-molar range binding affinities with N protein, determined through surface plasmon resonance. The binding sites of Ceftazidime and Sennoside A were investigated using [