I've spent a few times in June and even early July in the UAE (not that far from Qatar) - yes, it's crazy hot in the sun during day time, but in the shadow, at a pool, it's quite enjoyable, and in the evening it's "just very warm" - in fact, I've enjoyed it enough to come back for a weekend trip this mid June. So yeah, go with it ^