This is unsurprising, as it's a straightforward derivation (probably via Spanish) from the latin word for "black", which can be found also in scientific names for species and such (for instance, the black pepper used on food is the seed of the plant Piper nigrum).

The negative connotations are purely based on use and social context, not the denotation of the word.