I don't know much about illegal immigration. Why are some people so upset about it?

Some people are pretty fervent about people from Mexico coming to the United States illegally. Some of these people don’t seem to mention any other people except people from Mexico (or people from below the U.S., it seems) as well.

What are the major problems with illegal immigration? I’m trying to understand why these people are so upset.