Life originally evolved in an anoxic environment, and cells had to come up with ways to cope with oxygen. We do need oxygen to live, but our cells don't deal with it in the most beautiful of ways. You can see this by the fact that the cytoplasm is still a reducing environment, oxygen is a nuisance to that, something the cell must deal with. This all stems back from the early days of evolution where oxygen was not prevalent.