If dark energy would consist of particles, it would dilute with the growing radius of the universe to the third powerthird power, since the total number of particles would stay the same while the volume increases. What observations found was that dark energy rather behaves like a constantconstant which does not thin out, that's why it is also known as the cosmological constant. That means even if the universe expands, the amount of dark energy per cubic meter stays (at least approximately) the same.