If his "I"s sound like "ah"s, then the blind guy was offering to tell a blind joke, not a blonde joke. The blondes misunderstand, but then he makes a blonde joke at the end anyway.

Just a variation to add a misdirection before the punchline, but I guess people didn't appreciate or get it.