For the facebook likes or followers you can invite your contacts and asking them to contact their friends. You can join communities and groups. Even you can use the tool to do it. But you will have to be active on your Facebook page by posting great content, images and videos to keep your followers engage.
In twitter, you can follow other users so that they can follow you back.