You can also tell the light to only fall on the object (cube in this case) just FYI. However, did you try using a percentage in reflection or using refraction and index of refraction. Caustics is usually related to something with a curve shape for reflection or refraction....or so I thought.

No need to think outside the box....
    Just make it invisible.