There is no empty block, and there is no explination. Think of it simple, There is a space that is dofferent from the other because the colours and differences of the blocks make it look totally different.
Its a typical Head Job by mathematicians to show us that there is nothing really different , but there is at the same time.
Its like you equate it in mathematical terms. here look
here.