Idiosyncratic drug-induced liver injury (iDILI) poses significant challenges in both drug development and clinical practice due to its unpredictable nature and poorly understood mechanism. The current in vitro iDILI models are limited in their ability to replicate dynamic paracrine signaling in the inflammatory microenvironment. Here, we develop an iDILI model on a stacked array chip, allowing ease of assembly and disassembly for precise temporal manipulation of 3D liver microtissue and macrophages. First, the iDILI model is constructed and optimized on the chip to effectively distinguish drugs inducing idiosyncratic versus intrinsic liver injuries. Next, the iDILI mechanism is investigated using nimesulide (NIM) as a case study. Our organ-on-achip model successfully recapitulates iDILI, offering a platform to distinguish drugs between intrinsic and idiosyncratic liver injury. Our findings revealed that NIM-induced iDILI triggered inflammation-induced injury in the liver microtissues through activating the TNF pathways. Moreover, NIM-induced iDILI promotes the M1 polarization of macrophages through CCL5-mediated paracrine dynamics, influenced by the interactions between hepatocytes and macrophages. Leveraging the flexibility of the chip, we observe a dynamic equilibrium between preactivation of inflammation and the pretreatment of NIM during iDILI process. Therefore, our developed iDILI model on a stacked array chip provides a valuable tool for identifying iDILI drugs and understanding the importance of temporal specificity in intercellular signaling in iDILI.