Is it possible to distinguish a securely-encrypted ciphertext from random noise? Say I have a bunch of data encrypted with a secure block cipher (such as AES). An attacker has unlimited access to this encrypted data. The attacker doesn't know whether the data is encrypted or if it's just purely random bits. Is it possible (even theoretically) for the attacker to distinguish the encrypted data from purely random bits?

There seems to be many questions asking whether or not it's possible to identify a particular encryption scheme from the ciphertext, but what I want to know is if it's even possible to determine that the data is encrypted in the first place (as opposed to being random bits).
It... depends.

AES is a block cipher. It works over 128-bit blocks. For a given key, AES is a permutation of the $2^{128}$ possible values that 128-bit blocks may assume. As a purportedly secure block cipher, AES is supposed to be indistinguishable from a random permutation, i.e. a permutation selected randomly and uniformly among the $2^{128}!$ possible permutations of the space of 128-bit blocks.

If you consider AES used in counter mode (CTR): some piece of hardware encrypts the successive values of a counter with AES, and spews out the concatenation of the encrypted blocks. You challenge the attacker to distinguish between such a stream, and a purely random stream of equal length. Since AES is a permutation, the AES-CTR stream will never include twice the same block value (by encrypting two distinct counter values, you necessarily obtain two distinct block values). However, the purely random stream is also expected not to repeat the same 128-bit value, until you reach a length of about $2^{64}$ blocks, i.e. quite a lot.

In that sense, AES-CTR is supposed to be indistinguishable from random noise: if AES-CTR was distinguishable, then this would imply that AES (the block cipher) is not indistinguishable from a random permutation, and that would be viewed as a structural weakness in AES. With a $k$-bit key, the cost of distinguishing AES from a random permutation should be $2^{k-1}$, no less (that's the average cost of brute-forcing the key). No such structural weakness is known yet for AES (for AES-192 and AES-256 there are some related-key attacks, but they imply using several AES instances with specific keys which are linked to each other algebraically).

Now, although indistinguishability is academically important (a cipher is deemed weak if it cannot achieve it), it is rarely relevant to practical situations. Most protocols which use encryption very straightforwardly admit to using a specific encryption protocol. For instance, if you use SSL/TLS, the client and server announce in the initial handshake message what kind of encryption algorithm is used, and this is not a problem for practical security. If security crumbles when the algorithm is known, then this is also considered as a structural weakness of the algorithm.