it means to feel sad or depressed.

If you are "feeling blue" then are feeling sad or down. The exact origin of this phrase is unknown. However, I would assume that the colour blue has different meanings in different cultures and may have been used to depict depression in some way or another. Also, Mondays are sometimes referred to as "Blue Mondays" since the weekend is over.