If the substance is physically addictive, they would experience withdrawal.

Some things are very dangerous to stop after being on them for a period of time, including many common Rx medications, and sudden withdrawal leads to very serious health consequences, even death in some cases.

Enough studies have been done with rodents, and other animals to show that addiction is physical in mammals. Even chimps can get hooked on tobacco.