The other two countries are the Vatican and San Marino.  I think this depends on your definition of "country."  But it's a great miscellaneous factoid to impress your friends with.

Lesotho was the answer to a final Jeopardy question that asked this.  My boyfriend had to call me when he was fairly certain he was the only one in the Valley who got it right.