Rice was associated with a variety of charitable organizations during his career, primarily on behalf of children, some of which have carried on into his retirement.
Rice's most notable humanitarian accomplishment occurred during a nationally televised game on August 7, 1982, when he rushed into the stands to help a young boy who had been struck in the head by a line drive off the bat of Dave Stapleton.