The invention provides a one-step fluorescence detection system and a thrombin detection method, and relates to the technical field of analytical chemistry. The detection system comprises a B-H2 functionalized nano-fiber membrane, support DNA, output DNA, competitive DNA, a buffer solution, thioflavin T (ThT), an H1 sequence and thrombin. When the detection system is used for detecting the thrombin, based on the improvement of reaction thermodynamics and kinetics on a surface interface of the nano-fiber membrane, the corresponding detection system has a detection limit of 1.0pM, and has a goodlinear relation between 50pM and 5nM, excellent selectivity and long-term stability. When the detection system is used for detecting a sample, a PiDSD process, CHA amplification and a ThT binding reaction are integrated, so that the separation and elution processes required by ELISA are avoided, the time is shortened, and the steps are simplified.