Recent rank-based attacks have reduced the security of Rainbow below the security requirements set out by NIST by speeding up repeated kernel finding operations using classical mathematics techniques. If quantum algorithms are applied to perform these repeated operations, the rank-based attacks may be more threatening and could dramatically lower the security level of Rainbow. In this paper, we propose a novel MinRank attack called Q-rMinRank attack, the first quantum approach to the key recovery attacks on Rainbow. By designing quantum circuits that can find the kernel, we achieved quadratic speedup for the MinRank attack to recover the private keys of Rainbow. We show that even the parameter set V of Rainbow does not meet the 128-bit security level, the minimum security requirement through our Q-rMinRank attack. It means that Rainbow is no longer secure in quantum computing environments.