It's been a bumpy ride for the U.S. stock market lately, but it is still the dominant game for anyone who wants yield, protection or return, longtime bull Jeremy Siegel told CNBC on Wednesday.

Siegel, who has projected the Dow Jones industrial average could hit 20,000 this year, said it is still "very, very possible" that could happen.