I suspect that this has simply become a convention, possibly having something to do with the length of Ludwig's surname vs. Vincent's. In Art History, we never call van Gogh "Gogh," but I may have to call upon some specialists in Dutch art in order to figure out exactly why not.
https://en.wikipedia.org/wiki/Life_and_work_of_Ludwig_van_Beethoven
Prior to the late 15th century or so, surnames were relatively rare among Europeans, unless they were members of prominent families (In Italy, the Crescenzi, the Colonna, and eventually the Medici.)
Most ordinary surnames were originally derived from place names ("Leonardo da Vinci," is a good example), personal characteristics, professions, and father's names. And sometimes from genitive prepositions combined with these places, nouns, and adjectives. If you meet an Italian whose surname is "DiStefano," then you can be sure that somewhere back in his history, he had an ancestor whose father's name was "Stefano." Or, if his name is "Di Rossi," he probably came from a family full of red-headed people.
"Di" (also "del" and "della") in Italian, and "de" in French are the grammatical equivalents of "van" and "von." Over time, the genitive prepositions became attached to certain names; in other cases, they were dropped. What happened in each case was a matter of individual history and fortune.