The Collector by John Fowles

Withdrawn, uneducated and unloved, Frederick collects butterflies and takes photographs. He is obsessed with a beautiful stranger, the art student Miranda. When he wins the pools he buys a remote Sussex house and calmly abducts Miranda, believing she will grow to love him in time.