According to Rutherford, $e ^{-}$revolves around nucleus in circular orbit. Thus $e ^{-}$is always accelerating (centripetal acceleration). An accelerating change emits EM radiation and thus $e ^{-}$ should loose energy and finally should collapse in the nucleus.