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 took a fantastic goal at Newcastle to peg us back. We should have gone ahead arguably against Tottenham and we were fantastic up until 84 minutes against Fulham.
"It's tough to take because the performances are there. We are just not getting the results."