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So, I assumed a pair of electron and proton to behave as a dipole

Classicaly, this is correct.

But in quantum mechanics we don't talk about a localised electron ,but a wavefunction.

In the case of an electron and proton (hydrogen), the orbital has spherical symmetry. This means that the will be no net charge.