One should read the thermometer by keeping the level of mercury along the line of sight, in order to avoid
parallax error
Parallax error is a displacement or difference in the apparent position of an object when viewed along two different lines of sight. To avoid parallax error, it is always advised to read thermometer measurements along the line of sight or eye level.