Let's say Party A insists that some ridiculous terms to 'protect his interest' stay in the agreement, citing his 'bad experience in the past' (I kid u not)

The negotiation is stuck.

What should Party B do? Cancelling/refusing the sign agreement comes with penalty, correct? Does the agreement automatically expire if both sides can't reach agreement and is the deposit automatically refunded?