Around here, that would be Frys; they carry most popular items from the NTE catalog. I might hate their inventory control methods, but they're the only brick and mortar location I can go to get components anymore, aside from basics that Radio Shacks still carry.
There's also American Science and Surplus for motors and solenoids, but their inventory of used stuff is always a crapshoot.