Leave ( = to go away)
When we leave a place to go to another place, we use ‘for’ before the goal.
Incorrect: We are now leaving to the party.
Correct : We are now leaving for the party.
Note: We take leave of someone to say goodbye to them.
In that case:
Incorrect: We took leave from him.
Correct : We took leave of him.
