Sun-dried tomatoes stored in oil for too long might make you ill but can cause botulism. You can also store dangerous bacteria if it is kept in olive oil and placed on the counter. Sun-dried tomatoes are stored frozen and consumed are not linked to any form of disease or bacteria.