It's a bit convoluted...
Bandcamp -> Share / Embed -> Embed this album -> Choose player format -> Select Wordpress -> paste the code here:
[bandcamp width=100% height=120 album=1010824580 size=medium bgcol=ffffff linkcol=0687f5]
Then delete everything so that only that numerical string remains:
Then wrap that in the bandcamp code:
Maybe there's an easier way - I haven't had a proper look at it yet.