On a lot held in single and separate ownership on the effective date of this chapter, or any amendment thereto, which does not fulfill the regulations for the minimum lot area and/or lot width for the zone in which it is located, a building may be erected, altered and used and the lot may be used for a conforming (permitted) use, provided that the setback requirements are not less than the minimum specified herein for the zone in which the lot is located.