Effect of sampling rate on BER simulation
Another hypothesis: as you increase the sample rate you also increase the bandwidth. Depending on how you generate the noise, this probably means that the spectral density of your noise decreases. If the spectral content of your signal stays constant, that means that the in-band SNR goes up.