Isn’t that named after a type of rock formation? Old timers around here referred to certain rocks that were virtually impossible to break with a sledge hammer as “niggerheads”.
They had virtually no seams that would allow them to fracture.
It has several meanings if you check it out on Wikipedia.
I grew up hearing this term in Indiana of all places. It was a term used for rocks commonly found more appropriately known as “geodes”.