The Magic School Bus Lost in the Solar System by Joanna Cole
It tries to be a story, a science lesson, and a joke delivery system all at once. The surprising thing is how often it pulls off all three. Your kid will find new things on the tenth read. It's not a perfect book. But it might be the one that makes them care about space.