Independence of the two rVars corresponds with being true.

That is, the random variables are said to be independent if their joint CDF factors into the product of their marginal CDF's. (ref:Rice (2007))

So, I think you should be able to find the marginals and then do a check to see if they are indeed independent.

(I am also learning this stuff at the moment, so don't take my word as absolute truth...)