The pair is an irreducible positive recurrent product Markov chain with stationary distribution
The stationary cycle occupation formula says that, during one return cycle to a state , the expected number of visits to a set is . Take
Then
The initial and terminal states both have , so either convention for including the endpoints gives the same count. Thus
For the converse as well as the stated symmetric case, set
Irreducibility and the existence of an invariant probability distribution make the chain positive recurrent, so . During one return cycle from to , the chain enters with probability and, after entry, makes a geometric number of visits to with success parameter . Therefore
On the other hand, the stationary cycle occupation formula gives
Consequently
It follows that
which is precisely the claimed equivalence between symmetry of and equality of their invariant masses.