I wouldn't call it obscure. I feel like it was played a lot on the radio when it came out. I don't think it was released on an album so it probably fell out of rotation.

"After its release in October 1983, "Say Say Say" became Jackson's seventh top-ten hit inside a year." - Wikipedia