Thanks for pointing out,
When the nitrate build up too high during my fishless cycle, the PH definitely crashed all the way from 8.0 to around 5 overnight. It could be misleading.
I checked around, it seems there is no indication of nitrate itself is acidic, but the process of creating it has...