Light micrograph of lung tissue infected with the soil fungus Coccidioides immitis. The disease, coccidiomyocosis, is known as valley fever.

The scientific term for the disease is coccidioidomycosis, most commonly known as valley fever. Whatever its name, the fungus-caused illness—which can be fatal—is being called a silent epidemic.

"This is a high priority for the medical community," said Dr. Tom Chiller, a fungal expert with the Centers for Disease Control, told CNBC by phone.