The highly sensitive detection method for porcine epidemic diarrhea virus (PEDV) is crucial for promptly identify infected pigs and effectively control the spread of the virus. In this study, the sensitization enhancement of organic photoactive material was combined with near zero background noise strategy for PEDV sensitive detection. A novel sensitized signal probe CdS quantum dots-doxycycline complex (CdS QDs-Dox) was prepared serving as a photoelectrochemical (PEC) probe embedded in dsDNA. Subsequently, a thiol-modified upstream inner primer (SH-FIP) was immobilized on the surface of electrode modified with gold nanoparticles (Au NPs) via Au-S bonding, enabling the loop-mediated isothermal amplification (LAMP) of PEDV on the electrode surface. The PEC probe (CdS QDs-Dox) embedded in the amplified dsDNA groove showed an increasing photocurrent signal with the rise of PEDV concentration, establishing a near-zero background LAMP-PEC sensing platform for PEDV detection. Under optimized conditions, the photocurrent intensity of this platform exhibited a good linear relationship with PEDV concentrations ranging from 0.0005 pg/μL to 10 pg/μL, achieving a detection limit as low as 0.17 fg/μL. This platform demonstrates outstanding specificity and sensitivity, thereby enabling precise quantitative detection of diverse pathogens.