Sure, both groups are claiming something though, atheists are claiming there is no god, theists are claiming there is. Both have a burden of proof, neither can show it.
The only person without the burden of proof is the agnostic, the agnostic is essentially saying "I've heard both claims and have no evidence to accept either of them". So the agnostic is the only person without a claim and thus the only one without a burden of proof.