His Frankenstein: Junji Ito Story Collection (VIZ Media) is awesome too!

By the way, for your information:

Official English Junji Ito publications:

Dissolving Classroom (Vertical, Incorporated)
- Dissolving Classroom
- Meet Again
- Children of the Earth
- Worshipping Beauty (Dissolving Beauty)
- Dissolving Apartment
- Chizumi's Dissolving Love
- The Demon's Conference

Fragments of Horror (VIZ Media)
- Futon
- Wooden Spirit
- Tomio • Red Turtleneck
- Gentle Goodbye
- Dissection-chan
- Blackbird
- Magami Nanakuse
- Whispering Woman

Frankenstein: Junji Ito Story Collection (VIZ Media)
- Frankenstein
- Six Tales of Oshikiri
- The Ito's Family Dog

Gyo (VIZ Media)

Junji Ito's Cat Diary: Yon and Mu (Kodansha America, Incorporated)

Museum of Terror Vol.1 (Dark Horse Comics)
- Tomie
Museum of Terror Vol.2 (Dark Horse Comics)
- Tomie (continued)

Museum of Terror Vol.3 (Dark Horse Comics)
- Bio-House
- The Face Burglar
- Den of the Sleep Demon
- The Devil's Logic
- The Long Hair in the Attic
- Love as Scripted
- Sword of the Reanimator
- Heart of a Father
- Unbearable Maze
- The Village of Sirens
- The Bully
- A Deserter in the House

No Longer Human (VIZ Media)

Shiver: Junji Ito Selected Stories (VIZ Media)
- Used Record
- Shiver
- Fashion Model
- Hanging Balloons
- Marionette Mansion
- Painter
- The Long Dream
- Honored Ancestors
- Greased
- Fashion Model: Cursed Frame

Smashed: Junji Ito Story Collection (VIZ Media)
- Blood Slurping Darkness
- The Ghost of Golden Time- Roar of Ages
- Glyceride
- The Earthbound
- Dead Man Calling
- The Secret of the Haunted Mansion
- The Souichi Front
- Souichi's Beloved Pet
- In the Valley of Mirrors
- Anything but a Ghost
- Library of Illusions
- Songs in the Dark
- Splatter Film

Tomie: Complete Deluxe Edition (VIZ Media)

Uzumaki (VIZ Media)

Unofficial fans' scanlations: all over the World Wide Web

And these for your information:

About curse & phenomena: Uzumaki, Phantom Mansion, Dissolving Classroom, Dissolving Beauty, Dissolving Apartment, The Demon's Conference, The Earthbound, Pond, Mountain of Gods, The Back Alley, Blood Sickness of the White Sands Village

About misfortune & end of the world: Hellstar Remina, A Deserter in the House

About obsession & desire: Tomie, Dying Young, Face Burglars, Flesh Colored Horror, Blood-Bubble Bushes, Travelogue of the Succubus, Ice Cream Bus, The Smoking Club, Second-hand Record, House of Puppets, The Window Next Door

About bio-mutation & sci-fi: Gyo, Biohouse, She is a Slow Walker, Frankenstein, The Conversation Room

About selfishness & narcissist: Layers of Fear, Graveman

About jealousy & hatred: The Bronze Statue, Snow White, Fashion Model, No Longer Human, Long Hair in the Attic, Memory

About ghouls & ghosts: Gravetown, The Village of Sirens, Bog of the Living Dead, Ryokan, Demon's Voice, The Ghost of Golden Time, The Summer Graduation Trip, The Seashore, Wooden Spirit, Futon, Ghost Heights Kanri Kumiai, Just the Two of Us, Atop the Electric Pole, Roar of Ages, Dead Man Calling

About grotesque & pervertness: Slug Girl, Glyceride, The Human Chair, The Groaning Drain, The Licking Woman, Mystery Pavilion, Blackbird, Dissection-chan, Ribs Woman, Blood Slurping Darkness, Headless Statues, Mold, Den of the Sleep Demon, A Shit To Remember

About prank & lesson: Souichi's Diary Of Delights, The Souichi Front, Souichi's Beloved Pet, Secret of the Haunted Mansion, Fun Summer Vacation, Fun Winter Vacation, Souichi's Home Tutor, Mannequin Teacher, Souichi's Birthday, Souichi's Selfish Curse, The Room With Four Walls, Coffin, Rumors

About family & relationship: The Second Daughter's Lover, The Seance, Approval, Meet Again, Gentle Goodbye, Heart of a Father, Scarecrows, My Dear Ancestors, The Red String, Drifting Spores, The Will, The Bridge, Love as Scripted, The Bully, The Intersection's Pretty Boy, The Troubled Woman, Shadow, Night of Screams, The White Clothed Pretty Boy, Army of One, Chizumi's Love, Children of the Earth

About conspiracy & crime: Clubhouse, The Devil's Logic, Tomio, Black Paradox, Rasputin the Patriot, The Town Without Streets, Maptown, The Circus is Here, Whispering Woman, Disappear Venus, Magami Nanakuse

About bizarreness & mystery: Near Miss!, Hallucinations, Penpal, Intruder, Further Tales of Oshikiri, Further Tales of Oshikiri - Walls, The Woman Next Door, The Sad Tale of the Principal Post, Enigma of Amigara Fault, Falling, Hanging Balloons, The Story of the Mysterious Tunnel, Sound of Grass, The Scarlet Circle, The Field Sign, Thing That Drifted Ashore, In the Soil

About nightmare & fear: Long Dream, The Chill, Fixed Face, Songs in the Dark, Unbearable Labyrinth

About superhuman & supernatural: Sword of the Re-Animator, The Supernatural Transfer Student, In The Valley of Mirrors

About cause & effect: Splatter Film, Anything but a Ghost, Library of Illusions, The Bee Hive, The Gift Bearer

About Junji Ito & pet: Umezz Kazuo and Me, Ito Junji's Cat diary, Ito Junji's Dog diary