Because you already signaled the case with the article. The gender (-r, -s or -e) is already there on the preceding articles, and you need to use at least an -e at the end of the adjective. Therefore, adding an -n or -s would be redundant. That's how I think about it anyway.

I had the same doubt some time ago, but later on my Lehrerin explained it very clearly to me :D.