Absorption is not equal to non-reflection
On the contrary, strong absorbers are generally strong reflectors, for any type of wave.
Compare Glass to brick. Both are ceramic. Brick absorbs lots of visible light (certainly none passes through it), but some is reflected, hence we "see" brick.
Glass absorbs little, transmits lots, reflects almost none, but is not quite invisible...