The rule of thumb is that a working quantum computer that can run Grover's algorithm reduces the security of a symmetric cipher to half of its key size. That is, AES-128 should be considered to have a 64 bit key size, which is why it's not considered "quantum-safe."
Edit: An effective key space of 2^64 is not secure according to modern-day standards. It was secure at the times of DES.