I couldn't find a version of the chords I liked online, so I made my own! I think 
they're pretty accurate to the song.
(You can even strum along to the solo)

Capo 2

Am
When I need to replace her
Am
I am the Mind Eraser
         Dm                   Am                        
Anything goes, yeah, anything goes
Am
Got this sin in our brain
Am
But she ain't gonna see me again
         Dm          Am              
See me again, this I know
    C        D      F                 
But oh, deep down I can't let go

Am                  C     Dm                 
Oh, don't let it be over, over
Am                  C               Dm                        
Oh, don't let it be over, let it be over, no

Am
Seein' me stack up my woes
Am
Into a wall, around a rose
           Dm                Am                        
'Round the rose, and now she knows
C            D          F        
Oh, it hurts so, I can't let go


Am                  C     Dm                 
Oh, don't let it be over, over
Am                  C               Dm                        
Oh, don't let it be over, let it be over, no

Solo:
Dm      C       C/B     Am

G       G       Dm      Dm (possibly F for the last four beats leading into Am)

Am                  C     Dm                 
Oh, don't let it be over, over
Am                  C               Dm                        
Oh, don't let it be over, let it be over, no

Outro:
Am      C       D       F
Am