Statins have been proven to be effective in minimizing the risk of cardiovascular adverse events, however, their effect on BP variability is debatable with respect to their significance and their use as a potential anti‐hypertensive. Using a meta‐analysis approach, the aim of this study was to explore whether certain statins have the potential to lower blood pressure (BP). For the period 2002–2022, Scopus, PubMed, Web of Science, and the Cochrane Central Register of Controlled Trials databases were searched for the studies that examined the effect of statins on blood pressure in normotensive or hypertensive individuals. Randomized controlled clinical trials that investigated this effect were included based on our inclusion criteria. Our primary outcomes were changes in systolic and diastolic blood pressure (DBP). The final analysis of the study included 49 RCTs involving 45 173 participants randomized to receive either statins or placebo. Among the two groups, the total weighted mean difference (WMD) for systolic blood pressure (ΔSBP) was –1.42 (95% CI: –2.38, –0.46; p = .004) and diastolic blood pressure (ΔDBP) was 0.82 (95% CI: –1.28, –0.36; p = .0005). Despite various studies suggesting the efficacy of statins in blood pressure lowering to be significant and non‐significant both, we observed a decrease in SBP and DBP both, although the change was not as large and could be considered significant. A large multicenter, multi‐ethnic, large sample pool size, and a long period follow‐up study is still required to assert these claims.