It rusts even though you oiled it? that's crazy.
EDIT: Try rinsing in 10% solution baking soda bath to neutralize the acid from the blueing agent. After the bath, rinse thoroughly with water and dry completely. Use a hair dryer if necessary. After it's bone dry, oil it up.