Quantization error in ADCs and sampling speed
No, it isn't true at all.

Even if quantization noise is the only source of error in your system, oversampling allows you to spread that noise over a wider bandwidth, and noise shaping allows you to move most of the noise energy to a frequency band that you don't care about, improving the SNR in the band of interest.