To be silent as the grave is to be totally silent, which in this context creates an ominous effect.
Consider the statement "After the vibrant colors of the garden, the stone hall seemed as dark and foreboding because of the complete lack of noise.". Is the statement "After the vibrant colors of the garden, the stone hall seemed as dark and silent as the grave." false? Yes/no/unknown