"The centre of positive and the centre of negative coincide" What does that mean?
Each molecule has negatively charged electrons, and positively charged nuclei.  

If the centroid of the electrons' charges (electron probability density) is different than the centroid of the nuclear charges, then the molecule will have a permanent electric dipole moment.