Use XSANE to scan and Download and install HPLIP directly from the HP OPEN SOURCE website. http://hplipopensource.com/hplip-web/downloads.html
Click on DOWNLOAD HPLIP. Find the downloaded file and right click on it and select PERMISSIONS. Select MAKE EXECUTABLE. Click OK.
Right click on the file again and select OPEN then EXECUTE. Follow the instuctions.
*Reason it works is mainly because it detects and installs dependencies that the apt-get or software center version won't.
Once you install the driver in this fashion XSANE should pickup your scanner if it's supported.