Yes, it's very possible to throw money into a hole with advertising. If you're selling something people don't want, targeting the wrong people, or have ads that don't work with your audience then you'll get nothing back.

Buying advertising isn't a guarantee. Lots of people with little advertising experience would do good to seek out tools and advice to get started.