If you have access to the mysql command likne, you could create a text file. put eah row of words on each individual line and use tab to delimit them.
Then from the mysql command line type:
LOAD DATA LOCAL INFILE "yourfilename.txt" INTO TABLE yourtablename
This loads extremely quick, and you don't have to think about the actual SQL language. Just tab delimit your values, and in they go.
The mySQL manual has good info for how to do this.