Seems using a custom image for a marker is not that simple with leaflet maps, you have to set several options to correctly display them.
Documentation - Leaflet - a JavaScript library for interactive maps (leafletjs.com)
Not sure if we should add all these options or have some predefined icons where you can choose from.