A capacitor should show that it is charging from an ohm-meter. It is a very crude and accuracy-less test.
It is easy to test a capacitor:
1) Measure it on a capacitor tester. It should charge then stop drawing current.
2) Charge the capacitor from a DC voltage then time how long it discharges into a resistor.