This quote is saying that although the speaker cannot pinpoint an exact moment when they fell in love with the person they are talking about, they remember the first time they saw them. At that moment, they felt like the rest of the world had disappeared and it was just them and the person they’re speaking about. This suggests the speaker feels a very strong connection with this person, which made them feel like nothing else mattered.