What is the difference between a psychologist and a counsler?

The difference is the level of education. You can become a counselor several ways. For example, you can get a masters degree in social work and be a licensed clinical social worker, or get a masters degree in pastoral counseling or school counseling. A psychologist has a PhD. FYI, a psychiatrist is an MD.