The product is called K2r Spotlifter (for clothing, carpets and upholstery). You just spray it on the soiled/stained area, let it dry and vacuum it off along with the dirt. Heavily soiled/stained area may need several applications. It worked like magic to eliminate the dirt, grease and rust stained areas.

You can buy it online or at most True Value Hardware stores.