Wordpress 3.5 Media Library Exceeds Limit

After upgrading to Wordpress 3.5 I tried to insert a new photo into my post and received the following error message:

Upload Limit Exceeded

Sorry, you have used all of your storage quota of 100 MB.

How do I increase the storage quota?