Actually, with currently common key sizes, ECC up to 384 bits will fall to QC before RSA with 1024 bits, because fewer bits means fewer qubits needed.

The main disadvantage of RSA is the structure of finite fields, which allows specialized solutions to factoring (number field sieve). We do not know similar structures for elliptic curves, so for those we only have general attacks, thus allowing shorter key lengths.