Can a store agree to a price in email and verbally over the phone then change it?

If you said that you would pay that price and the price is one that a reasonable person could think the store would be willing to sell the item for, then you have a verbal contract which is enforceable. But if the price is so low that you know the seller has made a mistake, there is not the required meeting of the minds and, thus,no contract.