E=mc^2, or energy = mass * (speed of light)^2. According to Wikipedia a candle can produce 77 watts of energy "combined." I guess that means 77 joules (1 watt = 1 J/s). So we have:
77 = m * (299792458)^2
Solving for m via Wolfram Alpha:
m = 11 / 12839369696240252
Which is in grams. That's a _very_ small amount, but it's not zero.
edit:
[1] If I'm being honest, I got E=mc^2 from watching the Twilight Zone as a kid, not college physics.