With the progress of modern transmission elec- tron microscopy (TEM) and development of dedicated func- tional TEM specimen holders, people can now manipulate a nano-object with nanometer-range precision and simulta- neously acquire mechanical data together with atomic-scale structural information. This advanced methodology is play- ing an increasingly important role in nanomechanics. The present review summarizes relevant studies on the in situ in- vestigation of mechanical properties of various nanomateri- als over the past decades. These works enrich our knowledge not only on nanomaterials (such as carbon nanotubes, car- bon onions, boron nitride nanotubes, silicon nanowires and graphene, etc.) but also on mechanics at the nanoscate.