Peach preserves part of the Latin expression for a Persian fruit. Late Latin persica passed into French forms such as pesche, then into English. The name records an association with Persia, not a botanical claim about where the species originated.
These are selected stages, not every spelling or intermediary. The story identifies omitted links; older forms did not all disappear at once.