Yes you will need to include Parents for last 3 years.Need Help;
Question 14: On Financial Evaluation for Parents and Grandparents Sponsorship [IMM 5768]; Family Size to be added for each corresponding employment history. Are you guys including parents in the family size as well.?
http://www.cic.gc.ca/english/helpcentre/answer.asp?qnum=1460&top=14