Permanent electric dipole moments (EDMs) of physical systems violate both parity (P) and time-reversal (T) symmetries. By CPT invariance, they equivalently point to the much sought-after charge-parity (CP) violation, which is an important feature of understanding the baryon asymmetry of the universe and numerous extensions of the Standard Model. Active EDM searches cover a wide variety of systems including neutron, nuclei, atoms, molecules, and solids, with most of them being charge neutral. In this talk, I will revisit the famous Schiff theorem, which accounts for the re-adjustment of charge constituents in a neutral system to screen out the detecting electric field hence reduces the EDM response, and then discuss the issues pertaining to the interpretation of atomic EDM measurements.