Leukoplakia is the most common premalignancy in the oral cavity, with the syndrome of white patches or spots forming inside the mouth. The majority of oral squamous cell carcinomas (OSCCs) arise from oral leukoplakia. However, leukoplakia is insufficiently researched and both diagnosing and treating oral leukoplakia are still problematic issues; with diagnosis being highly subjective and treatments (e.g., watchful waiting, conservative drug therapies and surgical removal) possessing limited efficacy. Thus, further understanding and an effective therapy for leukoplakia are highly desirable to lower the risk of recurrence and malignant transformation of oral leukoplakia. Immune therapy is a promising approach to treating malignancies. It facilitates our own immune system against cancer. However, its effect on the prevention and treatment of premalignancies has been rarely studied. This study focuses on the immune signature of leukoplakia and explores whether stimulating the immune system with an immune adjuvant, vidutolimod, can prevent disease progression. Vidutolimod comprises a virus protein shell encapsulating an immune stimulant. The virus protein shell can protect stimulant from degradation, thus maximizing effective delivery to specialized immune cells known as plasmacytoid dendritic cells (pDCs) which can present antigens, including cancer-specific antigens, to other immune cells such as cytotoxic T cells. After stimulating pDCs, vidutolimod induces specific cytokine secretion, which promotes cytotoxic T cells to kill premalignant cells. We expect that the boosted immune system after in situ vidutolimod injection could actively suppress malignancy progression. To validate this hypothesis, a traditional murine model for inducing oral cancer was used to study leukoplakia development. The effect of treatment was analyzed histologically and immunologically.