Saltpetre doesn't seem to be showing on the collection list, but it's here as well.
In one of the updates from a long time ago, it replaced the ability to collect
Agate with Saltpetre instead. Im guessing it's because it made grinding collecting too easy and too profitable (in a time before nanban and dungeons that is).
Land investigation here requires a discovery, so bring a map or an adventure quest with you.