The "felony murder rule" is explained as a legal mechanism where any death occurring during a felony can result in first-degree murder charges for all participants. The case of Ryan Holle is cited as an example of the rule's severity. The discussion posits that if the standard applied to civilians were applied to the police, all four officers would have faced identical murder charges, leading to a sense of incomplete justice.