Yes, olive oil can degrade and go rancid over time when exposed to excessive heat, light, air, and moisture. While it does not typically spoil in a way that causes acute bacterial food poisoning, its delicate chemical composition breaks down, leading to an unpleasant, stale, or crayon-like odor and bitter, flat taste. Storing olive oil in cool, dark, airtight containers helps preserve its quality.