Someone who cultivates an unusually high sensitivity to beauty, as in art or nature, often in a manner perceived to prioritize beauty over other qualities such as virtue and utility.
greenhorn
noun
an inexperienced person; a novice, beginner or newcomer
How often have the words aesthete and greenhorn occurred in a corpus of books? (source: Google Ngram Viewer )