Maybe try clamping a straight edge squared to the workpiece, and then running the saw against that straight edge rather than using the track. You will probably get through the whole piece and the saw shouldn't be able to tilt.
I have definitely been guilty of improper handling of oily rags in the past but I have been far more careful since building the shop. I'm never going to be lazy about it again after seeing that video.