Well i do have to agree with both sides:
Yellow_Sun has a point that having too much internal links can be seen as a bad behaviour! But i have to agree with the other side: just by removing links, you won't solve anything.
I really feel from my experience, that the actual informational text on a page have to be in harmony with the internal links on that page. I think a website with a ton of internal links without any actual information IS spammy. So either remove some links - like Yellow_Sun suggested - or add more useful info to the page.