For nature & scenery, Rock Creek Park delivers.
An honest-to-goodness forest inside the capital — hiking and biking trails, a creek and quiet that feels miles from the Mall. The catch: it's spread out and trail-focused with no single 'attraction', so without a plan (or a car for the far reaches) it can feel like just woods.