While I don't know what happened to Belthasar during the Reptite timeline, I did once ask about Melchior. Basically, he, Schala, and all the other people who last traveled to 2305 A.D. drowned in the El Nido sea.
Though, given that the overworld map in the Reptite timeline is different from the normal timeline, it might not work that way.