The entanglement of the charge, spin and orbital degrees of freedom can give rise to emergent behavior especially in thin films, surfaces, and interfaces. Often, materials that exhibit those properties require large spin–orbit coupling. We hypothesize that the emergent behavior can also occur due to spin, electron, and phonon interactions in widely studied simple materials such as Si. That is, large intrinsic spin–orbit coupling is not an essential requirement for emergent behavior. The central hypothesis is that when one of the specimen dimensions is of the same order (or smaller) as the spin diffusion length, then non‐equilibrium spin accumulation due to spin injection or spin‐Hall effect (SHE) will lead to emergent phase transformations in the non‐ferromagnetic semiconductors. In this experimental work, we report spin‐mediated emergent antiferromagnetism and metal–insulator transition in a Pd (1 nm)/Ni81Fe19 (25 nm)/MgO (1 nm)/p‐Si (≈400 nm) thin film specimen. The spin‐Hall effect in p‐Si, observed through the Rashba spin–orbit coupling mediated spin‐Hall magnetoresistance behavior, is proposed to cause the spin accumulation and resulting emergent behavior. The phase transition is discovered from the diverging behavior in the longitudinal third‐harmonic voltage, which is related to the thermal conductivity and heat capacity.