find difference between two text files with one item per line

grep -Fxvf file1 file2

Where

-F, --fixed-strings
              Interpret PATTERN as a list of fixed strings, separated by newlines, any of which is to be matched.    
-x, --line-regexp
              Select only those matches that exactly match the whole line.
-v, --invert-match
              Invert the sense of matching, to select non-matching lines.
-f FILE, --file=FILE
              Obtain patterns from FILE, one per line.  The empty file contains zero patterns, and therefore matches nothing.

ex. file1:

abc
abcd
abcde

file2

abcd
abcde
abcdef
grep -Fxvf file2 file1

returns

abc