Yes, this is possible. The new CRC value can be computed very efficiently.
To see how, you need to know some math and about how CRCs can be viewed as polynomials. The CRC checksum of the bit-string $c_0,\dots,c_n$ can be viewed as the value of $c(x) \bmod p(x)$, where $p(x)$ is the CRC polynomial and $c(x) = c_n x^n + \dots + c_0$ and all arithmetic is done modulo 2. Let $r(x)$ denote the checksum, i.e., $c(x) \bmod p(x)$. Now if you change the $i$th bit $c_i$ to $c'_i$, then the new checksum will be given by $c'(x) \pmod{p(x)}$ where we define the polynomial $c'(x) = c(x) - c_i x^i + c'_i x^i$. The checksum will be $c'(x) \bmod p(x)$, which has the form
$$c'(x) \equiv c(x) - c_i x^i + c'_i x^i \equiv r(x) + (c'_i-c_i) x^i \pmod{p(x)}$$
Since we already know $r(x)$ (it's the checksum of the original file), all we need is to compute the value of $(c'_i-c_i) x^i \bmod p(x)$. Naively, you might think this takes $O(i)$ time -- potentially slow. But in fact this can be done very efficiently using fast modular exponentiation, so we compute $x^i \pmod{p(x)}$, then multiply by $c'_i-c_i$, and we get $(c'_i-c_i) x^i \bmod p(x)$. Then we add that to the original checksum $r(x)$. (All arithmetic is done modulo 2, so here "addition" really means xor.) That gives us the new checksum for the modified file.
If the modification changes multiple bits, there is a natural extension of the move to show how to compute the updated checksum as well.