Reading can be encouraged by reading to your child! Read with enthusiasm! And discuss the book afterwards. We always talked about what we liked and what we would change, if we could. We came up with an entirely different 7th Harry Potter, because we felt the characters were too different from their original portrayals. It was fun!
I agree with the advice to focus on what you have, instead of what's missing. Importan advice.