I don’t quite get your description. If you miss the first leg of your flight, the airline will usually automatically cancel subsequent legs. So you couldn’t do that.
In any event, even if you are breaking a contract with the airline, that is not illegal. It would be like breaking a contract with your cellphone company. You might have to pay a fee or lose your connection flight, but it is definitely not against the law or unethical in any way.