This is normal for an amplifier with the noise referred back to the input. It just means that (at low gains) the noise is dominated by something further down the chain, e.g. the output amplifier. Output referred noise doesn't change much with the gain.
I'm not sure if this "high" noise is a problem. G = 1 would be used with +10dBu inputs, resulting in an SNR of about 110dB (assumes 20kHz noise bw).
Good find.
Regards, Allan