Unless you have presence in Delaware (offices or employees), you don't pay corporate income taxes there just because you formed as Delware LLC or C Corp. You pay a nominal franchise tax, and you're taxed in the other state(s) you operate in.
Also watch out for franchise taxes - if you live in California it’s $800/yr minimum.
* Edit: a single-member LLC
For multiple members it will be taxed as a corporation.