Relying on the theoretical neoclassical growth model and employing a novel JKS Granger non-causality method, this study re-examined the causal relationship between renewable energy (RE) and economic growth (EG) using panel data from 35 OECD countries spanning 1990-2020. We investigated both bivariate and multivariate causalities. Our findings revealed a bidirectional causal relationship between RE and EG, implying that RE not only predicts EG but is also influenced by EG when labour force (LF) and capital (CA) are incorporated. When bivariate results are compared to multivariate ones, it is evident that the multivariate causality results demonstrate strong causality. Our findings also revealed that at low levels of EG and RE, RE, LF, and CA collectively predict EG. EG, LF, and CA also predict RE. However, at high levels of EG and RE, baseline analysis demonstrated unidirectional causality between RE, LF, and CA, with robustness analysis indicating a bidirectional causative link. So, our results showed that the relationship between RE and EG is dynamic and depends on certain factors. Based on our findings, we recommend that policymakers prioritize RE integration into the production process, linking energy policies to growth and development.