My take on this question is that Leadership comes by doing, and taking chances on your own experiences in life that you have learned. Even though you think you have no leadership skills, you really do.
Life is full of decisions you have made through your own growth, like family, jobs and just your daily interactions with people. You just have to bring all these together and you have leadership skills that you have already. Little steps are good, to becoming a leader.