Model accuracy changes when target attribute change
There is not reason to believe that the accuracy wouldn't change as you change the target. After all, the features that is able to explain a target distribution could be very different from the features that is able to explain another target distribution. 

It is similar to how human learn. We can't expect a human who is just trained to speak English to suddenly speak fluently in another language.