The story
From snowdrop + -er. According to Tony Thorne's Dictionary of Contemporary Slang, the term was originally used in 19th-century Britain to refer to people stealing clothes from poverty, rather than for fetishistic purposes.
Etymology from Wiktionary, CC BY-SA 4.0.