In the Closet (U.K. single)

1. "In the Closet" (7" Edit) – 4:49
2. "In the Closet" (Club Mix) – 8:00
3. "In the Closet" (The Underground Mix) – 5:32
4. "In the Closet" (Touch Me Dub) – 7:53
5. "In the Closet" (KI's 12") – 6:55
6. "In the Closet" (The Promise) – 7:18

In the Closet (U.S. CD Single 49K74267)[2]

1. "In the Closet" (Club Edit) – 4:07
2. "In the Closet" (The Underground Mix) – 5:34
3. "In the Closet" (The Promise) – 7:20
4. "In the Closet" (The Vow) – 4:49
5. "Remember The Time" (New Jack Jazz 21) - 5:06

In the Closet (U.S. Promo CD Single ESK4537)[3]

1. "In the Closet" (Radio Edit) – 4:37 (trayliner lists a time of 4:16)
2. "In the Closet" (7" Edit) – 4:49
3. "In the Closet" (The Mission Radio Edit) – 4:28
4. "In the Closet" (KI's 12") – 7:17 (trayliner lists a time of 6:57)
5. "In the Closet" (The Newark Mix) – 7:08 (trayliner lists a time of 6:51)
6. "In the Closet" (Freestyle Mix) – 6:34 (trayliner lists a time of 6:26)
7. "In the Closet" (The Mission) – 9:26

In the ClosetMixes Behind Door #1 (Japanese CD Single ESCA5610)[4]

1. "In the Closet" (Club Mix) – 8:03
2. "In the Closet" (The Underground Mix) – 5:40
3. "In the Closet" (Touch Me Dub) – 6:42
4. "In the Closet" (KI's 12") – 7:17

In the ClosetMixes Behind Door #2 (Japanese CD Single ESCA5611)[5]

1. "In the Closet" (The Mission) – 9:27
2. "In the Closet" (Freestyle Mix) – 6:35
3. "In the Closet" (The Mix Of Life) – 7:41
4. "In the Closet" (The Underground Dub) – 6:27

In the ClosetMixes Behind Door #3 (Japanese CD Single ESCA5622)[6]

1. "In the Closet" (Club Edit) – 4:11
2. "In the Closet" (The Newark Mix) – 7:09
3. "In the Closet" (The Promise) – 7:26
4. "In the Closet" (The Vow) – 4:53
5. "Remember The Time" (New Jack Jazz 21) - 5:06

In the Closet (U.K. PAL Visionary DualDisc Single 82876773342 5)[7]CD side

1. "In the Closet" (7" Edit) - 4:47
2. "In the Closet" (Club Mix) - 8:02

DVD side

1. "In the Closet" (Music video) - 6:02

In the Closet (U.S. NTSC Visionary DualDisc Single 82876773352 4)[8]CD side

1. "In the Closet" (7" Edit) - 4:47
2. "In the Closet" (Club Mix) - 8:02

DVD side

1. "In the Closet" (Music video) - 6:02

(Note: In the U.S. Visionary was only sold as the complete boxset. Individual DualDiscs were not able to be purchased)

Promo VHS Video (UK Promo PAL VHS Video XPV0010)[9]

1. "In the Closet" (Club Mix Music Video) - 8:02
2. "In the Closet" (Music video) - 6:02
3. "Making of 'In the Closet'"