This is partly explained because the bigger an atom is, the more weakly its outer electrons are bound to it (and hence the further those electrons are from the nucleus).

ECONOMIST: Einstein and car batteries

In this compound, the tightly bound orbitals act like wells into which free electrons can fall, allowing the material to capture them more easily.

ECONOMIST: Einstein and car batteries