I am new to android development, and I have been using the command line tools to create an android project. I followed all the instructions given in the tutorial at android
For what it's worth:
I ran in to this issue when using Xamarin, even though I did have the Support packages installed, both the v4 and the v7 ones.
It was resolved for me by doing Build -> Clean All.