A microscopic description of vacuum structure and color singlet quantum states in Yang-Mills theory is presented. Our approach is based on an idea that classical stationary solutions defining a Hilbert space of one particle quantum states possess quantum stability and symmetry under Weyl color group transformations. We demonstrate that Weyl symmetry and stability condition provide color singlet states and reveals the origin of color confinement in $SU(3)$ quantum Yang-Mills theory.