Handbrake automatically crops any letterboxing/windowboxing unless you specify otherwise, but the option is fairly clear on the first 'Picture' tab - set Cropping (on the right hand side) to Custom 0, 0, 0, 0.
If that's what you're already doing... are you doing any resizing? I guess that might be overriding your crop settings (even though it shouldn't be).