Bibledit needs some libraries and tools which are not installed on most standard installations of Linux. Therefore you need to install these before installing Bibledit. In most cases it is sufficient to install the development packages of Gtk2 and sqlite3 and all their dependencies. Then install Bibledit.
To help you with it, some example installations are given below.