<b><i>Background:</i></b> The ovarian reserve has been reported to be diminished in patients with rheumatoid arthritis. However, these results are still controversial. Anti-Müllerian hormone (AMH) is considered a reliable biomarker for the ovarian reserve. We thus performed a meta-analysis to evaluate the AMH levels and the effect of DMARDs on the ovarian reserve in rheumatoid arthritis patients. <b><i>Methods:</i></b> PubMed, EMBASE, the Cochrane Library, and 2 Chinese databases (CNKI and Wanfang database), up to September 2021, were searched for relevant studies. The Newcastle-Ottawa scale (NOS) was used to assess the quality of the included studies. Pooled standard mean difference (SMD) with 95% confidence intervals (CIs) were determined with the random-effects model. The heterogeneity was described by <i>I</i><sup><i>2</i></sup> statistic and <i>p</i> value from the Cochrane Q test. <b><i>Results:</i></b> Eight eligible studies (679 patients and 1,460 controls) were included in the meta-analysis. Compared with healthy control, the AMH levels in RA patients were significantly lower with the pooled SMD of −0.40 (95% CI: −0.66 to −0.14). However, in comparison of AMH with and without DMARD treatment, there was no significant difference with the pooled SMD of −0.1 (95% CI: −0.39 to 0.19). <b><i>Conclusion:</i></b> The results indicated that there was an increased risk of ovarian failure in RA patients and which is not related to DMARD treatment.