Disney Tsum Tsum
Total Lifetime Sales: $1.5 Billion
Coming out in 2013 and containing some minimalistic Disney characters, this game is always in the top 10 grossing charts in Japan.
Also, according to the developer, this game has ben played over 165.4 billion times since launch.