Father Knows Best: Can I regain my faith after becoming an atheist?

I have been practicing science for a very long time and over the years have become an incorrigible atheist. I simply cannot let go of my deep-seated need for evidence, and to employ the best logic and reasoning skills I can muster, regardless of the circumstance. Certainly, I understand that I do not, or cannot, know or understand everything but that never keeps me from trying. Do you think I could ever regain faith and, if so, how?