I want to change my line of work but I am afraid my current boss won't accept my resignation. Any suggestions on how to convince him approve my decision?

It's your right change your line of work if you want to. I suggest for you to be honest with your boss. After all, if you really aren't happy with what you are doing, it's hard to be good at it.