Leloup is a French surname meaning "the wolf". Notable people with the surname include:
Colette Leloup (1924–2007), French film executive Jean Leloup (born 1961), Canadian singer-songwriter Roger Leloup (born 1933), Belgian comics artist Hubert Le Loup de Beaulieu