The 15 Song Album collection:

So now we've reversed the song and artist? OK...

01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me (only rock song I know about the moon landing)
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
11 Spicelab - A Day On Our Planet
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
11 Spicelab - A Day On Our Planet
12 Thomas Dolby - She Blinded Me With Science

Rich territory here, I did a full science mix a while back. But the Thomas Dolby is a must.
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
11 Spicelab - A Day On Our Planet
12 Thomas Dolby - She Blinded Me With Science
13 The Byrds - Armstrong, Aldrin and Collins
(only rock song I know about the moon landing)
The only on you know perhaps.
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
11 Spicelab - A Day On Our Planet
12 Thomas Dolby - She Blinded Me With Science
13 The Byrds - Armstrong, Aldrin and Collins
14 Alien Community - Alien Community (link)
 
01 Queen - '39
02 Dark Side Of The Moog XI - The Heart Of Our Nearest Star pt 1 - 4
03 The Doppler Effect - Robotiks
04 Electric Light Orchestra - Ticket to the Moon
05 Intergalactic Touring Band - Intergalactic Touring Band (the whole concept LP - pick any song)
06 Jimmy Buffett - Desdemona's Building a Rocket Ship
07 Steve Hillage - Saucer Surfing
08 Jethro Tull- For Michael Collins, Jeffrey, and Me
09 The B-52s - Planet Claire
10 David Blowie - Space Oddity
11 Spicelab - A Day On Our Planet
12 Thomas Dolby - She Blinded Me With Science
13 The Byrds - Armstrong, Aldrin and Collins
14 Alien Community - Alien Community (link)
15 John Stewart - Armstrong (I had to check the record cover for that one)