Is hardware random number generation truly random?

Using techniques like thermal noise, would a hardware based randomly generated number be truly random?

How can we prove that a hardware generated random number is truly random?

I have a hard time wrapping my head around true randomness. Is it even possible to prove that a number is completely random?