LEDs take a lot less than 12V - if you do that you'll probably wreck it.
Start probing around with a meter on that connector, or just observe how it's connected up internally. LEDs need current limiting which may or may not be built into the prop itself, depending how it's wired.
Can you post some more pictures of how it's been done internally?
HF