After all, the word stems from the suffix “philia” which means tendency or affinity towards, as opposed to “phobia” which means aversion or separation from. Philia is used for a lot of words as a suffix for literally meaning affinity towards, like in the word “hydrophilic” or affinity towards (bearing) water, but it can also denote interest or attraction as in “audiophile” (interested in audio), “cynophile” (interested in or lover of canines/dogs), or “gynophile” (interested or loving of women).

Here’s the definition and further background about “pedophile”.