Well, that sucks. Light mineral oil sounds right. Did you warm the oil to about 130-140? It is counter intuitive, but warming the oil increases the quench speed by reducing the viscosity.
Did you agitate well?
Are you sure you don't have 1095, which requires a very fast quench?
If all...