Astronomers have hundreds of years of experience in seeing things in the sky that couldn't be explained, and either were "entirely new thing we never saw before" (like pulsars) and even theorists suggesting looking for things that only got recognized once we knew what black holes were. This is common. I wouldn't describe it as mysterious, just unexpected.