As I understand it, there are two issues: Physical dependence and psychological addiction.

With physical dependence, the body has become so used to a certain substance that withdrawal is experienced when the drug is stopped. This is true even with regard to a medication that has been taken exactly as prescribed.

Psychological addiction is an emotional addiction...the desire to get high, for example.

Sometimes the two overlap, sometimes not.