For smaller/finer tubes, use finer yarn and smaller needles: the bigger the needles and thicker the yarn, the bigger and thicker your i-cord will be.
It's easy, and a useful technique to have in your repertoire.
And here's how to do it:
And isn't knitting fortunate to have pretty much common terminology, unlike the oddity of crochet terminology? Sigh.