Like any good tool, Rsync can be easily used to destroy your life. In my case it was a typo on the destination directory and use of the "--delete" option. Just like that, my SD card was emptied. Luckily I didn't have too many files on there, as I only recently acquired it, but there I was thinking "boy I wish I had backups of that". The good news is, I found PhotoRec.