Cats pick up the disease, called tularemia, when they catch wild animals like rabbits and mice and then spread it to their owners via scratches and bites – causing blisters, a rash and pneumonia. Cats pick up the disease, called tularemia, when they catch wild animals like rabbits and mice and then spread it to their owners via scratches and bites – causing blisters, a rash and pneumonia.