When something or someone departs from a place, they leave it and start a journey to another place.

If you depart from a traditional, accepted, or agreed way of doing something, you do it in a different or unexpected way.

If someone departs from a job, they resign from it or leave it. In American English, you can say that someone departs a job.

When someone departs this life, or departs this earth, they die.