All depends on the effect you are measuring. 20 can be enough if the effect measured is big (if you test an ebola cure on 10 contaminated persons and 10 of them survived, you have with a very high probability found something great). The real question is "Is the effect measured big enough to be signifiant with a sample size of 20" ?