SHA-1 is fast for a cryptographic hash function, but it's orders of magnitude slower than "hashmap" hashes. crc32 is more than an order of magnitude faster, and as you can see in TFA's table it's ~half the speed of the best non-crypto hashes.
You've got it backwards; cryptographic hash functions are designed to be as fast as possible without giving up their cryptographic properties. If you need a slow hash (e.g. for password storage), you use something like bcrypt that's designed to be slow.
SHA-1 is very fast though so it is a good point for comparison.