Infectious hematopoietic necrosis virus (IHNV) is an economically important virus causing significant mortalities among wild and cultured salmonid fish worldwide. Rapid and sensitive diagnostic methods of IHNV are crucial for timely controlling infections. For better detection of IHNV, we have established a detection technology based on the reverse transcription and recombinase polymerase amplification (RT-RPA) and CRISPR/Cas12a to detect the N gene of IHNV in two steps. Following the screening of primer pairs, the reaction temperature and time for RPA were optimized to be 41 °C and 35 min, respectively, and the CRISPR/Cas12a reaction was performed at 37 °C for 15 min. The whole detection procedure including can be accomplished within one hour, with a detection sensitivity of about 9.5 copies/µL. The detection method exhibited high specificity with no cross-reaction to the other Novirhabdoviruses HIRRV and VHSV, allowing naked-eye interpretation of the results through lateral flow or fluorescence under ultraviolet light. Overall, our results demonstrated that the developed RT-RPA-Cas12a-mediated assay is a rapid, specific and sensitive detection method for routine and on-site detection of IHNV, which shows a great application promise for the prevention of IHNV infections.