Stay away from a person who is not your mehram

Says to stay away from a person who is not your mehram then it does not mean that Islam does not allow feeling for someone or Islam stops to fall in love with someone. 

The Prophet Mohammad (P.B.U.H) said: “No man is alone with a woman but the Satan will be the third on present" [Tarmidhi].