It is of great significance to develop a low-cost, simple but highly sensitive fluorescence sensing platform for low-abundance molecule detection. However, traditional organic fluorophore labeling often requires expensive and sophisticated synthesis, making it difficult to use in resource-limited areas. Besides, the traditional “one-to-one” detection mechanism presents an obstacle to sensitive detection of low-level molecules, because one target only triggers one signal. To tackle these predicaments, in this work, a brightly red-emissive three-stranded DNA stabilized silver nanocluster (Ag NC) has been successfully synthesized. However, the fluorescence emission of Ag NCs can be darkened when it is in a loose single-stranded DNA. Building on this finding, we elaborately engineer a highly cost-effective and sensitive biosensing platform, which exploits a target-triggered and fuel-driven DNA nanomachine to precisely manipulate the structural transformation of Ag NCs from the rigid three-stranded DNA structures to the flexible single-stranded DNA, accordingly achieving the fluorescence switching for amplified sensing of low-abundance molecules. It is worth noting that nucleases and complex secondary structures are not involved in the entire system, offering a simple and flexible design. Furthermore, the novel and red-emissive DNA Ag NCs are employed as signal reporting, avoiding expensive and time-consuming organic fluorophore labeling. Experiment results demonstrate that this newly developed biosensing platform has a high signal-to-noise (∼15-folds), low limit of detection (1.59 pM), and good specificity to H5N1 DNA. Importantly, it can be used for H5N1 DNA detection in complex biological samples with a satisfactory recovery.