I agree and I've seen a similar argument a few times before. All of those times had the same ending.
SQLAlchemy is a beast for sure. But the complexity is not for fun. It gives you a lot in return. If your needs are simple, it's probably overkill. And this library is not for running queries, it's an ORM. Which has a component that will eventually need to send the queries to the database but it's a lot more than that.