I was a big Spongebob fan when it first came out. I stopped watching somewhere around 2003. The show's been on for 14 years now (Jesus fuck), so of course the quality is going to suffer.
The Simpsons went through the same thing, except they weren't strong right out of the gate. It took a season or two to get good, then the good run lasted like 8 or 9 years.