Would a psychology degree be graduate degree?

No, a psychology degree can be either an undergraduate (bachelor's) degree or a graduate (master's or doctoral) degree. Most entry-level positions in the field require at least a bachelor's degree, while advanced positions and independent practice typically require a master's or doctoral degree.