Contrary to what YouTube will make you believe, you don't actually need any power tools to take up wood working as a hobby. You can do everything with hand tools, it will just take longer and often needs more skills.

My father was a professional cabinet maker and a decade ago he built a new kitchen from scratch. The only power tools he used were a table saw (which admittedly is one of the worse) and a belt sander. Everything else he did with hand tools.