Haruo, I've just found the original: "Jesus, Dear, I Come to Thee" in The Clariona by William Batchelder Bradbury (1867, p. 215). No author/composer is given there, but Christian Songs For the Sunday School (1872) (p. 166) says "Words and Music by Fanny Crosby" (though the latter half of the tune is not the same).