This review aims to evaluate the effectiveness of acupressure as a treatment method for osteoarthritis. Fourteen electronic databases were searched from the date of inception until 16 March 2021, for eligible studies. Studies comparing acupressure with sham acupuncture, no intervention or conventional intervention were eligible for inclusion. The risk of bias of the included studies was assessed using the Cochrane Collaboration’s Risk of Bias Assessment tool Version 2.0. A total of eight trials were included in this review, focusing on the seven trials investigating knee osteoarthritis. The risk of bias is judged as low in only two trials and concerning in the remaining six trials. The meta-analysis showed that acupressure has equivalent effects in reducing pain (p = 0.12), relieving stiffness (p = 0.38), and improving physical function (p = 0.12), as compared to sham acupressure. Pooled results also showed similar results where acupressure has an equivalent effect in reducing pain (p = 0.09), and relieving stiffness (p = 0.68), but showed a favorable effect in improving physical function of joints (MD –6.30, CI 95%: −11.69 to −0.92, p = 0.02), as compared to no intervention. For acupressure complementing conventional intervention, pooled results showed superior effects for easing pain compared to conventional intervention alone (MD −3.72, 95% CI: −4.84 to −2.61, p < 0.00001). Overall, the studies included in this review have concerning quality and suffer from small sample sizes, and the findings of this review should be interpreted with caution. More clinical trials with proper methodology are needed to confirm the effectiveness of acupressure for osteoarthritis.