The band returned to the studio in 1980 to record their second album Closer and a single `` Love Will Tear Us Apart '' . Joy Division 's posthumously released second album , Closer ( 1980 ) , and the single `` Love Will Tear Us Apart '' became the band 's highest charting releases .