I now simply use the standard OSM map and put a CSS filter over it. Maybe this is also interesting for others who are looking for a black and white solution.
.leaflet-tile-pane {
-webkit-filter: grayscale(1) brightness(1.1);
filter: grayscale(1) brightness(1.1);
}