I've never bought a new book. I recommend scouring the second hand shops. I've got 83 books on gardening in the past two years, some good some bad.
Organic Gardening - Lawrence D Hills
or anything by Lawrence D Hills
Complete Vegetable Grower - W E Shewell Cooper
Vegetables Naturally - H G Witham Fogg