The Step Into action in debug mode is used to execute one activity at a time and then pauses, allowing the developer to closely follow the logic of the process and understand how each activity affects the execution flow. It helps in debugging by stepping into each activity, including the ones within invoked workflows or sub-programs, offering detailed insights into the execution.