Theorists have no idea what this stuff is. Let me repeat that - theorists have no idea what this stuff is! The discovery, via supernova distance-redshift observations, was totally unexpected. That makes studying it tremendously exciting. However, we may not find out what it is for a long time. For example, dark energy might be a quantum field with very weak interactions, coupled to us only via gravity. In that case we might not learn much beyond how it affects the large scale evolution of the universe.
If the discovery of dark energy holds up, it will be one of the most surprising and important discoveries of the last century. The public hasn't really caught on to this yet, but who can blame them with all the background noise about speculative (meaning, very likely not real) things like superstrings, extra dimensions, supersymmetric partners, etc.