Ubuntu: remove old Linux kernels

At first look what the kernel is already installed in our system:

 dpkg -l | grep linux-image

 Then find out which kernel is used:

 uname -r

 Remove unnecessary kernel:

 sudo apt-get remove linux-image-2.6.35-22-generic --purge

Update Grub:

sudo  update-grub