Prescription drug coverage doesn’t cover fertility drugs, even if your doctor prescribes the medication. Instead, beneficiaries cover the cost of their fertility prescription 100% out-of-pocket.While Medicare Part D plans don’t currently include fertility prescriptions on the formulary, its possible coverage could become available. Medicare coverage is constantly changing, and new medications regularly become available.