Some people do not vote due to a variety of reasons the most popular reason being that they feel democracy would not be achieved whether they vote or not. Another reason may be due to the prevalence of electoral malpractice in the society making people stay at home due to fear for their lives,etc
To solve political apathy,  irregularities in the electoral system should be checked. Also there should be more efforts to educate the masses on the importance of voting.