Three derivatives of macrocyclic cage compounds consisting of diarylanthracene and triptycene units were synthesized. These nanocages formed host‐guest complexes with C60 and other fullerene guests as confirmed by 1H NMR and fluorescence spectroscopy. The association constant of the mesityl and 2,4,6‐tributoxyphenyl derivatives with C60 was determined to be 2.2 × 104 L mol−1, which was larger than that of the pentafluorophenyl derivative. Direct experimental evidence of the complexation was obtained by X‐ray diffraction analysis: the guest C60 molecule was included in the cavity via multipoint CH⋅⋅⋅π interactions. Dynamic disorders of the included C60 molecule in variable‐temperature X‐ray analysis indicated uniaxial motion, such as gyroscopic motion. The unique dynamic behavior of the spherical C60 rotor anchored by the cage stator via CH⋅⋅⋅π interactions in the crystal, as well as substituent effects on the association properties, are discussed with the aid of DFT calculations.