Abstract Visible‐blind ultraviolet (UV) light detection has a wide application range in scenes like space environment monitoring and medical imaging. To realize miniaturized UV detectors with high performance and high integration ability, new device structures without bulky light filters need to be developed based on advanced mechanisms. Here the unipolar barrier van der Waals heterostructure (UB‐vdWH) photodetector is reported that realizes filter‐free visible‐blind UV detection with good stability, robustness, selectivity, and high detection performance. The UB‐vdWH shows a responsivity of 2452 A W −1 , a photo on‐off ratio of 2.94 × 10 5 and a detectivity of 1.26 × 10 15 Jones as a UV detector, owing to the intentionally designed barrier height that suppresses dark current and photoresponse to visible light during the transport process. The good performance remains intact during 10 4 test cycles or even under high temperatures, which proves the stability, and robustness of the UB‐vdWH, thus shows the huge potential for a wider application range.