Buck converter as a LED driver with NO LOAD
Looking at the datasheet, I see no mention of open LED protection.

This is definitely something you should implement. Let me put it this way: I would.

As you have surmised, if there is no open circuit protection, it is highly likely that the boost converter can be destroyed if no LED is present.

Note that this LED controller specifically lists open LED protection.