Lots of books about astronomy and astrophysics for laypeople.
Cosmos
A Brief History of Time
The Elegant Universe
Welcome to the Universe
(I haven't read the last one. Stumbled on it looking up the Amazon links for the others, but it looks pretty cool, to me.)
Take all the math and science courses you can, especially if your high school offers AP physics and calculus.