"left him immune to anthrax"

Anthrax is a lethal disease which commonly affects mammals and can be spread to humans through diseased flesh. In the 18th century, there was no vaccine. Grenouille catches the disease through contact in his tanning work and unexpectedly survives it. He is disfigured, but immune to the disease.