My mechanical room is a closet under the stairs. Is that normal?

In a townhome, yes, and it is often deliberate. A compact combination unit fits lengthwise under a staircase while leaving access to the HRV and the electrical panel, which is why that layout is chosen. It is legal, it is common, and it is serviceable by a technician who works from the front.