This meta-analysis aimed to investigate the correlation between dietary inflammatory index (DII) and risks of fatty liver disease.A comprehensive systematic literature search was conducted to select studies published from database inception to 6 September 2023 from five databases. Observational studies examining the association between elevated DII levels and the prevalence of fatty liver disease/liver fibrosis were included. Pooled odds ratios (ORs) with 95% confidence intervals (CIs) were calculated using either random-effects or fixed-effect models.In total, 10 studies comprising 242,006 participants were included in the meta-analysis. Individuals with higher DII had a significantly increased risk of fatty liver disease (OR 1.63; 95% CI 1.08-2.45) and liver fibrosis (OR 1.15; 95% CI 1.09-1.21) compared to those with lower DII.This meta-analysis demonstrated an association between higher DII and increased odds of fatty liver disease. However, additional prospective studies are required to further address this question.