That's a neat factoid but ignores why it's called that: it was originally part of the Rancho La Brea (which was named that for obvious reasons) land grant by the Spanish, and there are oil seeps in other areas of the LA basin. So if you want to refer to that (huge) one specifically, you more or less have to call it that.