Multidrug resistance, defined as the resistance to multiple drugs in different categories, has been an increasing serious problem. Limited antifungal drugs and the rapid emergence of antifungal resistance prompt a thorough understanding of how the occurrence of multidrug resistance develops and which mechanisms are involved. In this study, experimental evolution was performed under single-azole-drug stress with the model filamentous fungus Neurospora crassa. By about 30 weeks of continuous growth on agar plates containing ketoconazole or voriconazole with weekly transfer, four evolved multidrug-resistant strains 30thK1, 30thK2, 26thV1, and 24thV2 were obtained. Compared to the ancestral strain, all four strains increased resistance not only to commonly used azoles, including ketoconazole, voriconazole, itraconazole, fluconazole, and triadimefon, but also to antifungal drugs in other categories, including terbinafine (allylamine), amorolfine (morpholine), amphotericin B (polyene), polyoxin B (chitin synthesis inhibitor), and carbendazim (β-tubulin inhibitor). After 8 weeks of growth on agar plates without antifungal drugs with weekly transfer, these evolved strains still displayed multidrug-resistant phenotype, suggesting the multidrug resistance could be stably inherited. Transcriptional measurement of drug target genes and drug transporter genes and deletion analysis of the efflux pump gene cdr4 in the evolved strains suggest that overexpression of cdr4 played a major role in the resistance mechanisms for azoles and terbinafine in the evolved strains, particularly for 30thK2 and 26thV1, and evolved drug-resistant strains had less intracellular ketoconazole accumulation and less disruption of ergosterol accumulations under ketoconazole stress compared to wild type. Mutations specifically present in evolved drug-resistant strains were identified by genome re-sequencing, and drug susceptibility test of knockout mutants for most of mutated genes suggests that mutations in 16 genes, functionally novel in drug resistance, potentially contribute to multidrug resistance in evolved strains.