Lowton is confident that the tide will switch for Villa if they keep plugging away.
He told Villa's website: "We have to keep our belief. We are not playing badly. We have had very tough away games. St James Park, White Hart Lane and Craven Cottage.
"We have gone to those places and played very well.
"It's tough to take because the performances are there. We are just not getting the results."