Well flying blind is unsafe guessing (ignoring modern instruments), that's a fact. But only "flying" and "blind" together. No one thinks this makes the word "flying" has a negative connotation here, and same with "blind".

Like "drinking" and "driving". On their own, they're both neutral, but "drinking and driving" is really bad.