A zinc diiodide (ZnI2)-mediated direct synthesis of 2,3-dihydroisoxazoles via a [3+2] cycloaddition reaction of the nitrones and non-electron-deficient terminal alkynes has been developed. This method was applied in the formal synthesis of HPA-12 and aminoglucose.