Spontaneous surface segregation of amphiphilic diblock copolymers at the water interface from the elastomeric portion was utilized for the fabrication of hydrophilic brushes, named as "dynamic polymer brush". Observation of the dynamic polymer brushes appears only when immersed in water and demands advanced experimental techniques for embedded interfaces such as neutron reflectivity. Measurement of the hydrophobic interaction at the polymer/water interface is not only an alternative method to monitor the brush but also reveals its unique surface properties. We carried out adhesion force measurements using atomic force microscopy with a hydrophobic probe for measuring the hydrophobic interactions of dynamic polymer brushes in water. Dynamic polymer brushes showed reduced hydrophobic interaction, which becomes more significant at higher graft density. Moreover, a unique transitional response to the applied pressure was observed for the dynamic polymer brush: the adhesion force was almost zero at low applied pressure and increased by further increasing the applied pressure. This phenomenon may indicate reallocation or retraction of the block copolymer chains from the contact area by the applied pressure, which are the unique characteristics of nonbound dynamic polymer brush chains. We also conducted adhesion force imaging and proved that dynamic polymer brushes form uniform layers without any defects, irrespective of brush density, which suggests that the interaction between the dynamic polymer brush chains is that of repulsion.