There's things like baseboard stripper that should get the gunk right off...worried about what it might do to the trailer finish, however. That you DON'T want off!
Otherwise, I might just look for an "aluminum cleaner" or a "trailer cleaner" at your local hardware place or something. I wonder if the cleaner for aluminum siding might work? That's mostly just killing off mold, though..