It gives me the creeps

What's the origin of "it gives me the creeps"?

I am guessing that "creeps" refers to goose-flesh and the creepy-crawly feeling of one's skin.

Merriam-Webster says:
to have the sensation of being covered with creeping things -- the thought made his flesh creep.