Whereas a bass is "plucked" by hand or played with a pick, a piano is struck with a felt-covered hammer and this presents a completely different "leading edge."
If we are talking double bass, in most classical music it is mainly bowed and in a big orchestral piece there might be eight or so playing in unison. There is no other sound like that with as much character!