Building Information Modeling (BIM) is regarded as a representative of digital innovation in the construction industry. However, the process of its innovation is often hindered by the resistance from stakeholders. Many studies view such resistance as a barrier or static outcome, overlooking both stage and pathway perspectives. Even when considered, existing discussions remain fragmented. To fill this gap, this paper integrates diffusion of innovation theory (DOI) and stimulus–organism–response (SOR) theory to build a theoretical framework that guides a systematic literature review of 55 journal articles. Based on the results, this study proposes a stage-based and pathway-oriented conceptual model to enhance the understanding of BIM innovation resistance. The conceptual model provides an intermediate theory, providing a theoretical basis for future knowledge development. It also offers stage-based practical references for managers and policymakers to identify and mitigate resistance in the process of BIM promotion.