Try and avoid school and public holidays. There is a link on the relly useful sticky at the top of the forum to find these out. January, September, early October and November are 'supposed' to be the quietest times. Any weekend will be busy so try and start your holiday from a Sunday or Monday.
Best thing to do is get a brochure and find the cheepest dates, they will 'usually' be the quietest.