To establish and charge fees for, and to grant a variance to vary or adapt the strict application of any of the requirements of this chapter, especially in the case of exceptionally irregular, narrow, shallow or steep lots or other exceptional physical conditions, whereby strict application would result in practical difficulty or unnecessary hardship that would deprive the owner of the reasonable use of the land or building involved but in no other case.