Grounding fault - stray voltage on bath faucet
One of your appliances has a ground fault

It often comes as a shock to people, but sometimes their appliances have a defect.  Its internal electrical insulation isn't up to snuff, and it is leaking current (typically from the "hot" wire as neutral is usually harmless). If the leak is small, it may self-limit current to feelable but non-lethal amounts.   Such leakage tends to get worse, so what tickles today could kill tomorrow. 

Essentially, the insulation failure and the human become a resistor ladder as both are resistors and both are in series. So the amount of the insulation leakage, and the quality of skin contact, determine resistance, and thus the amount of current.  Do it again with wet hands and now your resistance is much lower and you're dead. 

As such, any tickle should be considered extremely dangerous and repaired with extreme prejudice. 

DVMs (Digital Voltmeters) are not 100% reliable. Their resistance is so high (in theory they should read a fault as full line voltage) that they often misread ordinary capacitive coupling as relevant voltage. 

Don't use yourself as a voltmeter. Hunt down a testing device that successfully indicates the fault, e.g. a non-contact voltage tester, mechanical meter voltmeter, neon light tester, etc.  

GFCI/RCD is a starting point

If you want to get personnel protection in place tout suite, which I most definitely recommend, then install a GFCI aka RCD device powering either the offending circuit, all nearby circuits, or the whole house (which is the usual approach in Europe).  An 8ma threshold GFCI/RCD will provide personnel protection. A 30ma threshold will provide limited personnel protection, it can still kill, especially by a stun causing a drowning or fall. 

Hunt it down, one appliance at a time

Now you need to move through each of your loads, and see which load or device is causing this.  You can start by shutting off one circuit breaker at a time, and see which one extinguishes the effect. 

Once that's the case, note which devices are offline with that breaker off, and move through them one at a time.  

Very rarely, it can be something totally out of left field.  I have no idea how to advise patrolling for that.