Why oxygen cannot have 1s2 2s2 2p3 3s1 configuration in its ground state which results in an half-filled 2p and 3s orbitals?

This is because exciting an electron to the 3rd shell is energetically not feasible as the stability gained can't compensate for the extra energy. Shell Transfer takes place where there is less energy need and high stabilisation.