Nucleotide-binding domain-like receptor protein 3 (NLRP3), an inflammasome, is reported to be dysregulated or aberrantly expressed in chronic inflammation, leading to a myriad of inflammatory disorders, autoimmune diseases, and cancer. This study aimed to explore the expression and role of NLRP3 protein and the secreted cytokine IL-β1 in oral squamous cell carcinoma (OSCC) and potentially malignant oral disorders (PMOD). Tissue NLRP3 expression was quantified using sandwich ELISA in 30 cases each of OSCC, PMOD, and normal oral mucosa. Serum IL-β1 level was also measured by ELISA to determine their correlation. In surgically treated OSCC cases, pathological parameters such as tumor size, depth of invasion (DOI), pTNM stage, and perineural & lymphovascular invasion were assessed and correlated with NLRP3 & IL-β1 levels to investigate their roles in tumor progression, invasion, and metastasis. Tissue NLRP3 expression was markedly elevated in OSCC, with significant IL-β1 levels observed in the serum of both OSCC and PMOD cases. Both markers showed a pronounced increase with the severity of dysplasia, indicating a strong association (p = 0.003%). The expression levels of tissue NLRP3 and serum IL-β1 were positively correlated with DOI and tumor size. Furthermore, their elevated levels, alongside higher histological grades, indicate roles in the dedifferentiation and progression of tumor cells. The findings indicated that increased expression of NLRP3 and IL-β1 in PMOD correlates with higher transformation rates, along with tumor progression and dedifferentiation in OSCC. Consequently, these markers hold promise as valuable targets for prognostic assessment, diagnostics, and therapeutic strategies in OSCC.