I have resolved the issue by doing the following
echo $ORACLE_HOME/lib > /etc/ld.so.conf.d/dbconf.conf
set the$ORACLE_HOME, $ORACLE_INCLUDE_PATH and $ORACLE_LIB_PATH to /etc/profile.d
Because of some reason MonoDevelop IDE is not picking the library libclntsh.so if I use the OCI client libraries