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)