Top Songs By Bob Dylan These are the most popular songs by the American singer-songwriter Bob Dylan. RANKSONG TITLERANKSONG TITLE 1Like a Rolling Stone11Rainy Day Women #12 & 35 2Blowin' in the Wind12A Hard Rain's A-Gonna Fall 3Mr. Tambourine Man13Just Like a Woman 4Subterranean Homesick Blues14Lay, Lady, Lay 5The Times They Are A-Changin'15If Not For You 6Positively 4th Street16I Want You 7Don't Think Twice It's Alright17Maggie's Farm 8Knockin' on Heaven's Door18Desolation Row 9It Ain't Me Babe19Shelter From the Storm 10Tangled Up in Blue20All I Really Want to Do