Interleukin-1β (IL-1β) is a key inflammatory mediator in cancer. Its precursor, Pro-IL-1β, is conventionally considered inactive. Here we demonstrate that head and neck squamous cell carcinoma (HNSCC) cells exhibit significantly elevated Pro-IL-1β expression, driven by super-enhancer-mediated transcription of the IL1B gene. We show that intracellular Pro-IL-1β promotes tumor invasion and metastasis independent of IL-1β processing. Mechanistically, Pro-IL-1β binds RACK1 and inhibits its UBE2T-mediated ubiquitination, thereby stabilizing RACK1 and activating RhoA signaling to induce actin cytoskeleton remodeling and pseudopodia formation. Genetic inhibition of RACK1 abolishes Pro-IL-1β-induced metastasis. Clinically, RACK1 protein levels correlate with Pro-IL-1β expression in HNSCC specimens. Furthermore, we identify the natural compound Q3MG as a direct binder of Pro-IL-1β; it promotes lysosomal degradation of Pro-IL-1β and suppresses metastatic progression both in vitro and in vivo. Our study reveals a non-canonical, moonlighting function of Pro-IL-1β in tumor progression and highlights Q3MG as a promising therapeutic agent against metastatic cancer.