かたじけない is an i-adjective, expressing a state that being thankful for receiving undeserved favor, thus, it means "Thank you".
Is there no other expression correspond to "Thank you" in Engilsh? You don't say "I appreciate your kindness", for instance? That's quite the same also in Japanese.;-)