Coherent Raman scattering imaging has provided inherent chemical information of biomolecules without the need for any external labels. However, its working depth in deep-tissue imaging is extremely shallow because both the intrinsic scattering cross-section and image contrast are so small that even weak perturbation of the pump and Stokes beam focusing by the complex tissue causes the loss of the resolving power. Here, we propose a deep-tissue coherent Raman scattering (CRS) microscopy equipped with an advanced adaptive optics (AO) system measuring complex tissue aberration from elastic backscattering. Using this label-free AO-CRS microscopy, we demonstrate the vibrational imaging of lipid-rich substances such as myelin inside the mouse brain even through the thick and opaque cranial bones.