Should I try to become closer to my friends or will it benefit me to stay away from them?

You obviously should dump your friends as they don't sound much like friends. There is no reason for you to remain friends with them if they rarely even speak to you and just make your life miserable. You should dump them and find new friends who will treat you fairly and who will not forget about being one of your friends.