Do coffee beans always turn into coffee?

Not the entire coffee bean. Generally, ground coffee comes from under the husk, although, when properly dry roasted, the entire bean can be ground down to approximately 99.9%. You can often find undissolved coffee residue inside a coffee cup or the bottom of a plunger. This is the leftover from the husk.