I started the Atkins diet 2 weeks ago, but now I wake up with a bit of a lump in my throat. Why?

This doesn't sound normal. Go and see a local doctor, you might have a infection in your throat which is causing it to make a lump in your throat. The doctor's will give you something to take it away.