Victor Gilbert was born in Paris,though his ability as an artist was recognized at an early age, he was forced to work as an artisan due to financial circumstances.He eventually gained some formal art training later in life from Pierre Levasseur at the Ecole de La Ville de Paris and also studied under Victor Adam and Charles Busson. Despite his lack of training, he established himself as a French genre.