[5] Editors at AllMusic rated this album 4.5 out of 5 stars, with critic Fred Thomas writing that "Picture of Bunny Rabbit's continuance of that pure spirit is a gift to anyone with a special place in their heart for Russell, and even more evidence of just how peerless he was an artist".

[7] In Exclaim!, Kaelen Bell made this her staff pick and writing "these opalescent, alien songs are as difficult to square as any in his awe-inspiring catalogue, shivering along streaks of cello and burbling pulses that scatter and circle like fireflies.

"[8] Eamon Sweeney of The Irish Times gave Picture of Bunny Rabbit 4 quote of 5 stars, describing it as "another beautifully understated but bravely adventurous suite of songs and instrumentals".

[9] Pitchfork Media's editors chose this as Best New Reissue of the week and critic Jayson Greene gave it a 9.0 out of 10, stating that "there’s something near-holy about overhearing Russell in this magic half-light again".

[11] In The Washington Post, Michael Andor Brodeur calls this, "a stunning specimen of Arthur at his Arthurest" and states that it continues the enigma of Russell as a person and musician.