I had the same problem with Canola oil, I think you've got it too hot, or too cool, I can't remember what causes it, I knwo that when I changed to the McMaster carr quench oil I haven't had the problem. I don't think it hurts the blade,...but I could be wrong! Sorry, I'm not muh help here, can anyone else chime in?!
Rex