The Phallic Stage is the third stage in Freud's psychosexual development theory, occurring between ages three and six, where a child's libido centers upon their genitalia. This stage is crucial for the formation of gender identity and the resolution of the Oedipus or Electra complex, influencing future adult relationships and personality traits.