Can I use regular unleaded gas in my 1998 Mercedes Benz 320E?

No. Premium grade gasoline is required by Mercedes-Benz.

To use a lower grade could cause engine damage.

Source: FuelEconomy.gov:

1998 Mercedes-Benz

E320 Sedan -- See the related link.