Valence theory, proposed by Edward Frankland, explains how atoms form chemical bonds by sharing or donating electrons. The valency, or the number of bonds an atom can form, depends on the number of electrons needed to achieve a full outer shell. This theory provides insights into the arrangement of electrons in atoms and the basis for chemical reactions and interactions.