Yes. An adult student can usually withdraw from college without parental consent, and FERPA generally gives college students control over their education records. Still, the answer to “can I drop out of college without my parents knowing” is not always simple because schools may disclose records under limited exceptions, such as tax dependency or a health and safety emergency.