The synthesis of fused dihydropyran isoxazole derivatives has been developed by employing an intermolecular inverse‐electron‐demand Diels‐Alder reaction of readily available alkylidene isoxazol‐5‐ones with unactivated alkenes. The reaction was promoted by inexpensive and commercially available BF3 ⋅ Et2O without the use of metal Lewis acids. This cycloaddition transformation could proceed under mild conditions with broad substrate scope, providing a variety of bicyclic 5,6‐dihydro‐4H‐pyrano[3,2‐d]isoxazoles.