Why do Boys love their mothers and Girls their fathers?

 This is a characteristic of the Phallic Stage of Freud’s psychosexual development.

The phallic stage is the third stage of development that occurs when
the child is between 3-6 years of age. During this stage, a child’s pleasure
is focused on the genitals as the
child discovers that self-manipulation is enjoyable.

Oedipus Complex

Electra Complex

On the other hand, Freud referred to the feeling of sexual pleasure in girls towards their fathers as the Electra
complex. It takes place when a girl seeks sexual pleasure by
associating with her father but hates the mother and sees her as a rival. 

She
develops a penis envy, consisting in a girl belief that she once had a
penis that was just cut off. In order to compensate this feeling, a child
wants to have a child with the father. A counterpart for the girl’s penis envy
is the
castration anxiety which comes as a fear of punishment from their
father for the desire of their mother. The complexes may be resolved when a
child realises that his or her same-sex parent punishes him or her for the
incestuous wishes. So, a child ends up identifying with the same-sex parent in
order to avoid being punished or reprimanded.