Boron‐based catalysts exhibit great potential for oxidative dehydrogenation of propane (ODHP) to produce olefins. The straightforward systhesis of confined boron‐based catalyst commonly using H3BO3 is intractable because of its abundant hydroxyl groups easily interacting with the supports in a spatially nonselective manner. Herein, we managed to construct a confined BOx@SiO2 catalyst showing an impressive low‐temperature (400 °C) activity. This catalyst was prepared via the encapsulation of BN nanosheets by SiO2 shell, and subsequent oxidization steps. The in situ generated boron‐oxygen species were anchored to silica shells via B−O−Si and hydrogen bonds. BOx@SiO2 exhibited a unique catalytic behavior of propane conversion uprush, increasing from 5.3% at 410 °C to 28.4% at 424.6 °C for ODHP reaction. That was attributed to the efficient activation of propane triggered by the newly formed tri‐coordinated B−OH (B[3]a and B[3]b) active sites from the dispersion of molten BOx species in confined SiO2. Ab initio molecular dynamics (AIMD) simulations revealed that in the confined structure, the bond angle of O−B−O and B−O−B and system disorder of BOx species increased significantly on molten state, favoring the dispersion of BOx species and formation of B−OH groups, which drove the uprush of propane conversion.