Intervertebral disc degeneration (IVDD) is a prevalent degenerative disease and risk factors for it are complex and diverse. Due to limitations in observational research, identifying causal risk factors remains challenging. Mendelian randomization (MR), leveraging genetic variation as an instrumental variable (IV), has emerged as a powerful tool to study causal associations, overcoming issues of confounding bias and reverse causality. This review aims to summarise the progress of MR in exploring the causal relationship between IVDD and various associated risk factors. By summarizing 56 relevant publications retrieved from the Pubmed database, this review found significant causal links between IVDD and factors such as inflammatory cytokines, metabolism-related molecules, bacteria, smoking, and high bone mineral density. Conversely, no significant causal associations were found with LDL, total cholesterol, ApoB, serum uric acid levels, physical activity, and osteoporosis. Finally, MR not only supports observational findings but also opens new avenues for future research into IVDD causes.