Let’s get a couple, or so, things straightened out.
Oxalic is not caustic - it is acidic. There is plenty of calcium to precipitate it in body fluids. Breathing the stuff will precipitate insoluble trash in your lungs. On top of that it is a strong acid and, as such, will cause burning damage...