PVC tape usually tends to be abit too thick with gummy adhesive.... its better to use teflon plumbers tape which is thinner and without adhesive, they are designed specifically for creating better seals in threaded applications.
You can get them easily at most neighborhood hardware shops, only $1-$2 for a small roll, looks like this:
Photo from google images.
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