It will be hard for you to remember this kanji by its origin. However, I will think of a way for you to remember it. You can see 発 looks like 開, you know 開 means open, you need to open the door in order to start off, right? So 発 stands for “departure”.
As you know the origin of this kanji，now you can remember it easier.