Rhymes beat out last year's opening day second baseman Scott Sizemore. Rhymes batted .304 in 54 games last season.
All-Star second baseman Carlos Guillen remains sidelined with an injured left knee.
Leyland said Rhymes would bat second in the lineup. Sizemore was sent to Triple A Toledo on Tuesday.