It's somewhat similart to "out of the blue". I would translate it to: "wow, you don't trust me without even giving a second thought / listening to me at the very least" 밑: ground; background; base 끝: limit; end; edge/starting point(in this case) 밑도 끝도 없이 = adverb(baseless and absurd)