The arts have the power to irritate, to provoke and to let us think and dream about the impossible. The relationship of the arts and fungi is not immediate; however, fungi are ideal subjects for artists. They are both visible and invisible. They irritate. They evoke within each of us different feelings and inner pictures. Some are perceived as disgusting or dangerous because associated with dirt or death. Others are appreciated for their unique and delicious taste in our eating culture. Microbiologists further consider them as useful for industrial exploitation or per se as interesting because they are gratifying objects to study basic phenomena of life. To stimulate a fertile and interdisciplinary dialogue between artists and fungal scientists, we here present some examples of the inspirational powers of fungi and fungal science for contemporary art. Astonishing, poetic and perplexing artistic works could release scientific creativity and overcome the boundaries between art and science.