Cavity optomechanics provides a unique platform to control the
micro-mechanical systems by optical fields which covers the classical-quantum
boundary to fulfill the theoretical foundations of quantum technologies. The
opto-mechanical resonators are the promising candidates to develop precisely
controlled nano-motors, ultra-sensitive sensors and robust quantum information
processors. For all these applications, a crucial step is to cool the
micro-mechanical resonators down to their quantum ground states with a very low
effective temperature. In this paper, we come up with a novel approach to
further cool the micro-mechanical resonator by making use of the quadrature
squeezing effect. One hotter quadrature with an enhanced fluctuation induced
by the squeezing of the other can be further cooled by the conventional
optomechanical couplings. Our theoretical and numerical investigations
demonstrate that this method is physically feasible and practically effective
for deeper cooling of the mechanical resonator to its coldest temperature ever.