Get this book and do some of the activities in it, there's enough that it should last for the next 5 or so years too.

https://www.amazon.com/Science-source-fascinating-projects-a...

I had a copy given to me by a teacher when I was 7, and I think with parental guidance you could do some of the activities with toddlers.