An infinite amount of times. If there are infinite chances, that by definition means that it will happen an infinite amount of times, no matter how inconsistently it does occur.
If you have a thing that has an infinitely small chance of happening, but infinite chances for it to happen, Does it happen once, never, or an infinite amount of times?