It is slower since it forces the action to occur atomically and it acts as a memory barrier, eliminating the processor's ability to re-order memory accesses around the instruction.
You should be using Interlocked.Increment when you want the action to be atomic on state that can be shared between threads - it's not intended to be a full replacement for x++.
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