Hello, it is possible to develop into an allergic pneumonia. Cedar fever is actually not a fever or infection, it's an allergy. There's a type of pneumonia called Hypersensitivity pneumonitis, that may occur when antigenic dusts being inhaled repeatedly. Other than pneumonia, allergic bronchitis is also possible.