The interview in which the clip was based on was published on Monday.
McDaniel took a subtle jab at Cochran in response.
"It's a shame because the Tea Party is a mass movement of people that really care about this country," McDaniel said according to WLOX.
McDaniel's campaign twitter account also highlighted the comments with a youtube video that has since been deleted.
Sen. Cochran Doesn't Know What The Tea Party Is: http://t.co/l4QfgsyC1z via @YouTube
— McDaniel for Senate (@CMForUSSenate) February 18, 2014
Watch the Club for Growth clip below: