Some drugs are particularly dangerous to stop taking suddenly if you’ve been using them for a prolonged period, such as alcohol and benzos. However, some drugs that aren’t considered addictive can cause dependence and withdrawal, such as clozapine, lithium, and prednisone.[10] These drugs should be tapered as recommended by a doctor to reduce withdrawal symptoms.